[
  {
    "slug": "11x",
    "name": "11x",
    "websiteUrl": "https://www.11x.ai",
    "oneLiner": "Fully demo-gated 'digital workers' platform (Alice, Julian) for autonomous outbound/inbound AI sales reps, with zero public pricing.",
    "longDescription": "11x builds autonomous AI 'digital workers' for B2B revenue teams: Alice, an outbound AI SDR that researches, personalizes, and engages prospects across email/phone/social/SMS, and Julian, an inbound AI phone agent for call handling and qualification. There is no published pricing, free tier, or self-serve checkout anywhere on the site — every path leads to a 'Get a Live Demo' form, and pricing is negotiated privately per account. 11x offers an API/webhook layer for triggering workflows and pulling results into a CRM, and holds SOC 2 Type II and CASA Tier 3 certifications, but has no official or community MCP server. Founded in 2023 (pre-seed August 2023) and headquartered in San Francisco with a London office, 11x has raised over $70M from investors including a16z and Benchmark.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "Autonomous AI SDR / Digital Sales Workers",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B (~$70M+ total raised, led by a16z and Benchmark)",
    "totalRaisedUsd": 70000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Custom (Contact Sales)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Alice: outbound AI SDR (email, phone, social, SMS)",
            "Julian: inbound AI phone agent",
            "Real-time lead database & AI personalization",
            "CRM integration (Salesforce, HubSpot)",
            "API & webhook access"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.11x.ai/demo",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.11x.ai/platform/integrations/api",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 21,
      "discoverability": 35,
      "machineReadableContent": 25,
      "programmaticAccess": 35,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 10,
      "transparency": 15,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "CASA Tier 3",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.11x.ai",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "1password-business",
    "name": "1Password Business",
    "websiteUrl": "https://1password.com",
    "oneLiner": "Self-serve password manager and secrets platform for teams, with SSO/SCIM integrations and a beta MCP server for AI-agent access to Developer Environments.",
    "longDescription": "1Password is a Toronto-headquartered, privately held password and secrets management company (originally released by AgileBits in 2006), which has raised over $900M including a 2022 Series C at a $6.8B valuation, and is reportedly weighing an IPO in 2026/2027. Its Business plan is self-serve purchasable online at $8.99/user/month (annual billing) with a 14-day free trial, offering shared vaults, SSO/SCIM integrations with Okta/Entra ID/OneLogin/Duo, and admin controls, on top of the core consumer password manager. Beyond the vault product, 1Password offers developer-focused secrets tooling (CLI, Connect Server, Service Accounts, TypeScript/Python/Go SDKs) and, as of 2026, a beta MCP server that lets AI coding agents create and manage 1Password \"Developer Environments\" through secure authorization prompts without exposing raw secrets.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Password & Secrets Management",
    "placementType": "organic",
    "foundedYear": 2006,
    "hqLocation": "Toronto, Canada",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 920000000,
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Teams Starter Pack",
          "price": 24.95,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": null,
          "keyFeatures": [
            "Up to 10 members",
            "Share passwords and sensitive data",
            "Role-based permissions & security alerts",
            "Developer tools access"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 8.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "SSO integrations (Okta, Entra ID, OneLogin, Duo)",
            "Role-based vault sharing",
            "Advanced Watchtower security alerts",
            "Admin console & reporting"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom contracting",
            "Dedicated support",
            "Advanced compliance/reporting needs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://1password.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "Canada",
        "Europe"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.1password.dev/",
      "sdks": [
        "TypeScript/JavaScript",
        "Python",
        "Go"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "Create/manage Developer Environments",
        "Secure authorization-prompt access to secrets (no raw secret exposure)"
      ],
      "resourcesExposed": [
        "1Password Developer Environments"
      ],
      "authMethod": "Interactive authorization prompt",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 64,
      "discoverability": 45,
      "machineReadableContent": 60,
      "programmaticAccess": 75,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 85,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001:2022",
        "ISO 27017",
        "ISO 27018",
        "ISO 27701",
        "GDPR",
        "TISAX",
        "CSA STAR Level 1",
        "PCI DSS",
        "TX-RAMP"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.1password.io/",
      "pentestReportAvailable": true
    },
    "healthSignals": {
      "statusPageUptimePct": 99.96
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "activecampaign",
    "name": "ActiveCampaign",
    "websiteUrl": "https://www.activecampaign.com",
    "oneLiner": "Customer experience automation platform combining email marketing, automation, CRM/sales, and SMS, with an official remote MCP server.",
    "longDescription": "ActiveCampaign is a customer experience automation (CXA) platform blending email marketing, marketing automation, CRM/sales automation, and SMS across Starter, Plus, Pro, and Enterprise tiers priced by contact volume and seats. Purchasing is self-serve via a 14-day free trial for most tiers, with Enterprise requiring a sales conversation; the company hosts an official remote MCP server for AI-agent integrations alongside a documented REST API v3. Founded in 2003 and headquartered in Chicago, ActiveCampaign is a private company that has raised venture funding from investors including Silversmith Capital Partners, Susquehanna Growth Equity, and Tiger Global.",
    "categorySlugs": [
      "marketing-automation"
    ],
    "subCategory": "Customer Experience Automation (Email, CRM & SMS)",
    "placementType": "organic",
    "foundedYear": 2003,
    "hqLocation": "Chicago, IL, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 360000000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Starter",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Base contact tier (~10x contact-limit multiplier); exact price set by geo/contact-based calculator, not statically published",
          "keyFeatures": [
            "Limited segmentation",
            "5 actions per automation",
            "Basic integrations"
          ],
          "overageRate": "Scales with contact count via pricing calculator"
        },
        {
          "name": "Plus",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "~10x contact-limit multiplier; exact price set by calculator",
          "keyFeatures": [
            "Standard segmentation",
            "Unlimited automation actions",
            "Landing pages"
          ],
          "overageRate": "Scales with contact count via pricing calculator"
        },
        {
          "name": "Pro",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "~12x contact-limit multiplier; exact price set by calculator",
          "keyFeatures": [
            "Advanced segmentation",
            "Unlimited AI/\"Active Intelligence\" access",
            "Predictive content"
          ],
          "overageRate": "Scales with contact count via pricing calculator"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": 5,
          "usageIncluded": "~15x contact-limit multiplier; custom quote",
          "keyFeatures": [
            "Premium segmentation & integrations",
            "SSO",
            "Dedicated account team",
            "Talk to Sales / custom plan"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.activecampaign.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU",
        "APAC"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.activecampaign.com/reference/overview",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://developers.activecampaign.com/mcp",
      "transport": "http",
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 59,
      "discoverability": 55,
      "machineReadableContent": 50,
      "programmaticAccess": 60,
      "mcpAgentSupport": 70,
      "selfServeTransactability": 55,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO 27001",
        "HIPAA",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.activecampaign.com",
      "pentestReportAvailable": true
    },
    "healthSignals": {
      "statusPageUptimePct": 99.99
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "ada",
    "name": "Ada",
    "websiteUrl": "https://www.ada.cx",
    "oneLiner": "Toronto-based Agentic Customer Experience (ACX) platform automating support across messaging, voice, and email since 2016.",
    "longDescription": "Ada, headquartered in Toronto, Canada and founded in 2016 by Mike Murchison, provides an Agentic Customer Experience (ACX) platform that deploys AI agents across messaging, voice, and email for 350+ enterprise customers in 85+ countries. Its Developer Toolkit includes a documented REST API with a downloadable OpenAPI spec, SDKs, and an MCP Server that lets customers manage and improve their AI agent from workspaces like Claude or ChatGPT; its docs site also runs a public documentation-search MCP server and publishes an llms.txt index. Pricing is conversation-based (with a resolution-based option for some enterprises) but is not published; the site only offers a free consultation booking, and purchasing requires a sales conversation.",
    "categorySlugs": [
      "ai-support-agents"
    ],
    "subCategory": "Agentic Customer Experience (ACX) Platform",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "Toronto, Ontario, Canada",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Custom / Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Conversation-based pricing (billed per AI agent conversation); resolution-based pricing available for some enterprise agreements",
          "keyFeatures": [
            "Messaging, voice & email AI agents",
            "Playbooks",
            "Enterprise integrations (Zendesk, Salesforce, ServiceNow)",
            "Developer Toolkit (APIs, SDKs, MCP Server)",
            "Continuous performance optimization / safety controls"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.ada.cx/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.ada.cx",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "searchDocs"
      ],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 51,
      "discoverability": 65,
      "machineReadableContent": 75,
      "programmaticAccess": 70,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 10,
      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA",
        "GDPR",
        "PCI DSS",
        "AIUC-1"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.ada.cx/platform/trust/",
      "pentestReportAvailable": true
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "ag2-autogen",
    "name": "AG2 (AutoGen)",
    "websiteUrl": "https://ag2.ai",
    "oneLiner": "Community-maintained open-source multi-agent AI framework forked from Microsoft's AutoGen, for building and orchestrating cooperating AI agents.",
    "longDescription": "AG2 (formerly AutoGen) is an Apache-2.0-licensed Python framework for building multi-agent AI systems, offering conversation patterns, tool/function calling, group chats, memory, and structured output. It originated as Microsoft Research's AutoGen project (2023) and was forked into the community-run AG2 project by its original creators after a governance split in late 2024. AG2 has no official hosted product or paid tier disclosed; it is distributed purely as a free, self-hosted, pip-installable library supported by Discord/GitHub community channels, though its website advertises an upcoming enterprise \"AgentOS\" via a request-access form.",
    "categorySlugs": [
      "agent-frameworks"
    ],
    "subCategory": "Multi-Agent Orchestration Framework",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/ag2ai/ag2",
    "pricing": {
      "model": "open_source_free",
      "tiers": [
        {
          "name": "Open Source",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited (self-hosted)",
          "keyFeatures": [
            "Full multi-agent framework (Apache-2.0)",
            "Conversation patterns, tool/function calling, group chats",
            "Bring-your-own LLM API keys",
            "Community support via Discord/GitHub"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://ag2.ai",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "self_hosted",
        "cloud",
        "on_prem"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "Customer-controlled (self-hosted)"
      ]
    },
    "api": {
      "available": true,
      "type": [],
      "docsUrl": "https://docs.ag2.ai/",
      "sdks": [
        "Python"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 67,
      "discoverability": 65,
      "machineReadableContent": 75,
      "programmaticAccess": 80,
      "mcpAgentSupport": 30,
      "selfServeTransactability": 95,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 4800,
      "githubReleaseCadencePerMonth": 3
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "aider",
    "name": "Aider",
    "websiteUrl": "https://aider.chat",
    "oneLiner": "Open-source terminal AI pair-programming CLI that edits your git repo and auto-commits changes.",
    "longDescription": "Aider is a free, open-source (Apache 2.0) command-line AI pair-programming tool that edits files directly in a local git repository and auto-commits changes with generated messages. It is model-agnostic and bring-your-own-API-key, working with Claude, GPT, Gemini, DeepSeek, and local models via Ollama/LM Studio, with no account, subscription, or hosted component required. As of mid-2026 Aider does not ship official MCP (Model Context Protocol) support in its config reference; community-built MCP bridge projects exist but are unofficial, and prior MCP pull requests to the core project were closed unmerged.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "CLI Agent",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/Aider-AI/aider",
    "pricing": {
      "model": "open_source_free",
      "tiers": [
        {
          "name": "Open Source",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Free software; pay only your LLM provider for API usage",
          "keyFeatures": [
            "Terminal-based pair programming",
            "100+ languages",
            "Git auto-commit",
            "Codebase mapping",
            "Voice-to-code",
            "Linting/testing hooks"
          ],
          "overageRate": "Usage-based on chosen LLM provider rates"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://aider.chat",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "self_hosted"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "docsUrl": "https://aider.chat/docs/",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 63,
      "discoverability": 40,
      "machineReadableContent": 80,
      "programmaticAccess": 95,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 90,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 47700,
      "githubReleaseCadencePerMonth": 1.5
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "amplitude",
    "name": "Amplitude",
    "websiteUrl": "https://amplitude.com",
    "oneLiner": "Digital analytics platform for product, experimentation, and behavioral data, with a native GA MCP server for AI agents.",
    "longDescription": "Amplitude is a digital analytics platform covering product analytics, experimentation, session replay, and guides & surveys, used to understand user behavior across web and mobile products. Founded in 2012 by Spenser Skates and Curtis Liu (public launch in 2014), headquartered in San Francisco, and public on Nasdaq (AMPL) via a September 2021 direct listing, Amplitude prices on tracked event volume with a permanent free tier and self-serve Plus plan, reserving Growth and Enterprise tiers for sales-negotiated contracts. It has shipped an official, generally-available hosted MCP server (mcp.amplitude.com) available to all customers, including free-tier users.",
    "categorySlugs": [
      "data-analytics-bi"
    ],
    "subCategory": "Product & Digital Analytics",
    "placementType": "organic",
    "foundedYear": 2012,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (Nasdaq: AMPL, direct listing 2021)",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/amplitude/Amplitude-TypeScript",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2M events/month",
          "keyFeatures": [
            "Core Product Analytics",
            "AI Agents & MCP access",
            "Limited Experiments",
            "Guides & Surveys",
            "10K monthly session replays"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "First 2M events/month free, scales up to 70M events/month",
          "keyFeatures": [
            "Custom events",
            "20 behavioral cohorts",
            "Alerts & heatmaps",
            "2-year data retention"
          ],
          "overageRate": "Usage-based, self-serve checkout"
        },
        {
          "name": "Growth",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom event-volume pricing",
          "keyFeatures": [
            "Advanced behavioral exploration",
            "SSO & project permissions",
            "20K monthly session replays"
          ],
          "overageRate": "Contact sales"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom event-volume pricing",
          "keyFeatures": [
            "Unlimited projects",
            "RBAC & advanced user management",
            "Data access controls",
            "50K monthly session replays"
          ],
          "overageRate": "Contact sales"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://amplitude.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://amplitude.com/docs/apis",
      "sdks": [
        "JavaScript/TypeScript",
        "Python",
        "Go",
        "Java",
        "Swift/iOS",
        "Kotlin/Android",
        "React Native",
        "Flutter"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "search/create dashboards",
        "charts",
        "notebooks",
        "cohorts",
        "experiments",
        "acquisition/conversion/retention/engagement queries",
        "feature flags",
        "experiment results"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 90,
      "machineReadableContent": 90,
      "programmaticAccess": 85,
      "mcpAgentSupport": 90,
      "selfServeTransactability": 65,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1 Type II",
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27017",
        "ISO 27018"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.amplitude.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 179,
      "statusPageUptimePct": 99.93
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "anchor-browser",
    "name": "Anchor Browser",
    "websiteUrl": "https://anchorbrowser.io/",
    "oneLiner": "Cloud-hosted, humanized Chromium browser infrastructure with managed auth and stealth for AI and computer-use agents.",
    "longDescription": "Anchor Browser provides cloud-hosted \"humanized\" Chromium browser instances that let AI agents navigate sites, fill forms, and extract data the way a human would, with built-in enterprise VPN/proxy support, captcha handling, and OmniConnect for persistent authenticated sessions. It ships Node.js and Python SDKs, a REST API, a CLI, and both a hosted and self-hostable Model Context Protocol (MCP) server so tools like Claude Desktop, Cursor, and VS Code can drive browser sessions directly. Backed by investors including Gradient Ventures and Blumberg Capital, Anchor markets self-serve Free/Starter/Growth tiers plus a custom Enterprise tier with SOC2 Type 2, ISO 27001, GDPR, HIPAA, and SSO/RBAC options.",
    "categorySlugs": [
      "ai-browser-agents"
    ],
    "subCategory": "Cloud Browser Infrastructure for Agents",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/anchorbrowser",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "5 credits/month, up to 500 browser sessions",
          "keyFeatures": [
            "Up to 5 concurrent browsers",
            "Embedded browser agent",
            "0.1 credits per completed task"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 50,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "50 credits/month",
          "keyFeatures": [
            "Up to 25 concurrent browsers",
            "Authenticated browsers",
            "Captcha bypass",
            "Geolocation proxies"
          ],
          "overageRate": "$1.00/credit"
        },
        {
          "name": "Growth",
          "price": 2000,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2,000 credits/month",
          "keyFeatures": [
            "Up to 200 concurrent browsers",
            "Code execution",
            "Anchor Chromium full stealth solution",
            "SOC2 Type 2, ISO27001, GDPR",
            "Dedicated Slack support",
            "Custom regions (EU, Asia, Australia)"
          ],
          "overageRate": "$1.00/credit"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "500+ concurrent browsers",
            "Implementation support",
            "Unique fingerprinting/bot-detection avoidance",
            "BAA, HIPAA, DPA, SSO, RBAC",
            "Customizable data retention, ZDR",
            "Bring your own cloud & on-premise options"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://docs.anchorbrowser.io/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "byoc",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "Google Cloud"
      ],
      "dataResidencyOptions": [
        "EU",
        "Asia",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.anchorbrowser.io/introduction",
      "sdks": [
        "Node.js",
        "Python"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "browser automation",
        "navigation",
        "web interaction (24 tools enabled)"
      ],
      "resourcesExposed": [],
      "authMethod": "API key",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 78,
      "discoverability": 75,
      "machineReadableContent": 75,
      "programmaticAccess": 85,
      "mcpAgentSupport": 90,
      "selfServeTransactability": 80,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 1",
        "SOC 2 Type 2",
        "ISO 27001",
        "GDPR",
        "HIPAA",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.anchorbrowser.io/",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": "https://trust.anchorbrowser.io/"
    },
    "healthSignals": {
      "statusPageUptimePct": 100
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "arize-phoenix",
    "name": "Arize Phoenix",
    "websiteUrl": "https://phoenix.arize.com",
    "oneLiner": "Open-source LLM tracing, evaluation, and experimentation platform built on OpenTelemetry, by Arize AI.",
    "longDescription": "Arize Phoenix is an open-source observability and evaluation library for LLM applications and agents, built natively on OpenTelemetry and the OpenInference semantic conventions. It can be self-hosted for free (pip install, Docker, or Kubernetes) or run on a free-tier hosted Phoenix Cloud, while Arize AI's commercial Arize AX platform serves enterprises needing SOC 2/HIPAA-compliant SaaS or self-hosted deployments with SSO and audit logs. Arize AI was founded in 2020 in Berkeley, CA, and has raised a $70M Series C (Feb 2025).",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Observability & Evals",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "Berkeley, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 131000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/Arize-ai/phoenix",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Phoenix (Self-Hosted OSS)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited (self-hosted)",
          "keyFeatures": [
            "Full core tracing/eval/experiment features",
            "Elastic License 2.0 (source-available, free)",
            "Deployable via pip, Docker, or Kubernetes/Helm"
          ],
          "overageRate": null
        },
        {
          "name": "Phoenix Cloud (Free)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10,000 traces/month (up to 100,000 by starring the GitHub repo)",
          "keyFeatures": [
            "Hosted, self-serve signup",
            "2 free spaces",
            "10GiB storage"
          ],
          "overageRate": null
        },
        {
          "name": "Arize AX Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "25k trace-spans/month",
          "keyFeatures": [
            "1GB storage",
            "15-day retention",
            "Unlimited users/evals"
          ],
          "overageRate": null
        },
        {
          "name": "Arize AX Pro",
          "price": 50,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "50k trace-spans/month",
          "keyFeatures": [
            "10GB storage",
            "30-day retention",
            "Unlimited users/evals"
          ],
          "overageRate": null
        },
        {
          "name": "Arize AX Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom spans/storage/retention",
            "SaaS or self-hosted (incl. air-gapped)",
            "SSO, RBAC, audit logs",
            "SOC2/HIPAA/GDPR compliance bundle"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://arize.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure",
        "Oracle Cloud"
      ],
      "dataResidencyOptions": [
        "Customer-controlled (self-hosted/on-prem)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://arize.com/docs/phoenix",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp",
      "transport": "http",
      "toolsExposed": [
        "tracing",
        "datasets",
        "experiments",
        "evals",
        "prompts",
        "playground"
      ],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 86,
      "discoverability": 85,
      "machineReadableContent": 90,
      "programmaticAccess": 95,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 85,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001",
        "PCI DSS",
        "HIPAA",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://arize.com/trust-center/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 10700,
      "githubReleaseCadencePerMonth": 25
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "artisan",
    "name": "Artisan",
    "websiteUrl": "https://www.artisan.co",
    "oneLiner": "Ava, an autonomous AI BDR for outbound prospecting and meeting booking, sold exclusively through quote-based Team/Scale/Enterprise plans.",
    "longDescription": "Artisan makes Ava, an autonomous AI 'BDR' that finds leads from a 250M+ B2B contact database, runs personalized outbound campaigns, handles autonomous replies, and books meetings, syncing to Salesforce/HubSpot. All three plans (Team, Scale, Enterprise) are scoped by monthly leads-contacted volume and sold only after a sales conversation — there is no self-serve checkout, published price, or free trial. Artisan publishes root and support-site llms.txt files and allows GPTBot/OAI-SearchBot crawling, and its trust center lists SSO/SAML and audit logs as Enterprise features, though it states formal compliance certifications are still in progress. Founded in 2023 (YC Winter 2024) by CEO Jaspar Carmichael-Jack and headquartered in San Francisco, Artisan has raised over $35M from investors including Y Combinator and HubSpot Ventures.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "Autonomous AI BDR (Outbound Sales Agent)",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A ($25M, Apr 2025)",
    "totalRaisedUsd": 35000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Team",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "~2,500 leads contacted/month",
          "keyFeatures": [
            "All campaign types",
            "Autonomous replies & meeting booking",
            "250M+ verified B2B contacts",
            "Salesforce & HubSpot sync",
            "CSM support & onboarding",
            "AI dialer add-on (per seat)"
          ],
          "overageRate": null
        },
        {
          "name": "Scale",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "~6,000 leads contacted/month",
          "keyFeatures": [
            "Most popular",
            "Everything in Team",
            "Dedicated CSM",
            "CRM setup included",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom volume",
          "keyFeatures": [
            "Everything in Scale",
            "Forward-deployed strategist",
            "Full onboarding buildout",
            "Advanced security controls & audit logs",
            "SSO/SAML"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.artisan.co/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://support.artisan.co",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 33,
      "discoverability": 70,
      "machineReadableContent": 55,
      "programmaticAccess": 40,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 10,
      "transparency": 20,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.artisan.co",
      "pentestReportAvailable": true
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "asana",
    "name": "Asana",
    "websiteUrl": "https://asana.com",
    "oneLiner": "Public work-management platform for tasks, projects, and portfolios, with an official OAuth-based MCP server for AI assistants.",
    "longDescription": "Asana is a work management platform founded in 2008 by Dustin Moskovitz and Justin Rosenstein, publicly traded on the NYSE (ASAN) since its 2020 direct listing. It offers task/project tracking, portfolios, goals, workflow automation, and AI Studio agent-building tools, with unlimited seats on paid plans and enterprise-grade admin controls. Asana operates a remote, OAuth-secured Model Context Protocol (MCP) server (mcp.asana.com) that lets Claude, ChatGPT, Cursor, and other MCP clients query and act on the Asana Work Graph.",
    "categorySlugs": [
      "project-management"
    ],
    "subCategory": "Work & Project Management",
    "placementType": "organic",
    "foundedYear": 2008,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: ASAN)",
    "totalRaisedUsd": 213000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Personal",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": null,
          "keyFeatures": [
            "Up to 2 users",
            "Unlimited tasks and projects",
            "List, board, calendar views",
            "100+ integrations"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 10.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "AI Studio Basic (50K credits)",
          "keyFeatures": [
            "Unlimited users",
            "Timeline/Gantt views",
            "Reporting dashboards",
            "Unlimited automations",
            "Forms",
            "Custom fields",
            "Unlimited free guests"
          ],
          "overageRate": null
        },
        {
          "name": "Advanced",
          "price": 24.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "AI Studio Basic (75K credits)",
          "keyFeatures": [
            "Unlimited portfolios and goals",
            "Workload management",
            "Approvals/proofing",
            "Salesforce/Tableau/Power BI connectors",
            "Time tracking",
            "Formulas"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "AI Studio Basic (200K credits)",
          "keyFeatures": [
            "SAML SSO",
            "SCIM user provisioning",
            "Universal workload/capacity planning",
            "Service accounts",
            "View-only licenses",
            "Admin announcements",
            "Enterprise+ security tier available"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://asana.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "Europe",
        "Australia",
        "Japan"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.asana.com/docs",
      "sdks": [
        "JavaScript",
        "Python",
        "Ruby",
        "Java",
        "PHP"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://mcp.asana.com/v2/mcp",
      "transport": "http",
      "toolsExposed": [
        "task creation/read/update",
        "project management",
        "Work Graph data access (per tools/list)"
      ],
      "resourcesExposed": [
        "Asana Work Graph (tasks, projects, portfolios, goals)"
      ],
      "authMethod": "OAuth",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 78,
      "discoverability": 85,
      "machineReadableContent": 85,
      "programmaticAccess": 70,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 85,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "SOC 3",
        "ISO 27001:2022",
        "ISO 27017:2015",
        "ISO 27018:2019",
        "ISO 27701:2019",
        "CSA STAR Level 1",
        "HIPAA",
        "GDPR"
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      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://asana.com/trust",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.4,
        "reviewCount": 10800,
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    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "assemblyai",
    "name": "AssemblyAI",
    "websiteUrl": "https://www.assemblyai.com",
    "oneLiner": "Speech AI API platform for pre-recorded and streaming transcription, voice agents, and an LLM gateway, fully self-serve with usage-based pricing.",
    "longDescription": "AssemblyAI is a Speech AI API company, founded in 2017 (Y Combinator S17) and based in New York with a San Francisco office, providing pre-recorded transcription (Universal-3.5 Pro at $0.21/hour, Universal-2 at $0.15/hour), real-time streaming transcription (from $0.15/hour), a unified Voice Agent API ($0.075/minute all-inclusive), and an LLM Gateway billed per token across OpenAI, Anthropic, and Google models. It raised a $50M Series C in December 2023 (Accel-led, $115M total raised to date at announcement) and sells entirely self-serve: new accounts get $50 in free credit with no card required, and a HIPAA BAA can be signed in minutes without a sales call, though a custom Enterprise tier is also available via contact form.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "Speech-to-Text, Streaming Transcription & Voice Agent APIs",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 115000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/AssemblyAI/assemblyai-python-sdk",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Pre-Recorded Transcription",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$50 free credit, no card required",
          "keyFeatures": [
            "Universal-3.5 Pro: $0.21/hour",
            "Universal-2: $0.15/hour",
            "Multichannel billed per channel"
          ],
          "overageRate": null
        },
        {
          "name": "Streaming Transcription",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Billed on WebSocket session duration",
          "keyFeatures": [
            "Universal-3.5 Pro Realtime: $0.45/hour",
            "Universal-Streaming (English/Multilingual): $0.15/hour",
            "5 streams/min on free tier, 100/min pay-as-you-go"
          ],
          "overageRate": null
        },
        {
          "name": "Voice Agent API",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$0.075/minute unified rate",
          "keyFeatures": [
            "Speech recognition, LLM reasoning, TTS, turn detection, interruption handling, tool calling bundled"
          ],
          "overageRate": null
        },
        {
          "name": "Add-ons",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Stacked on base transcription rate",
          "keyFeatures": [
            "Speaker diarization +$0.02-$0.12/hr",
            "Medical mode +$0.15/hr",
            "PII redaction +$0.05-$0.08/hr",
            "Entity detection +$0.08/hr",
            "Content moderation +$0.15/hr"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom volume",
          "keyFeatures": [
            "Volume discounts",
            "Multichannel discounted rates",
            "Dedicated enterprise security review"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.assemblyai.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.assemblyai.com/docs",
      "sdks": [
        "Python",
        "JavaScript/Node.js"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 68,
      "discoverability": 65,
      "machineReadableContent": 70,
      "programmaticAccess": 85,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 90,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO 27001",
        "HIPAA (BAA available)",
        "GDPR"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 207
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "attio",
    "name": "Attio",
    "websiteUrl": "https://attio.com",
    "oneLiner": "API-first, fully customizable CRM with real-time data sync, custom objects, and an official MCP server for AI agents.",
    "longDescription": "Attio is a modern, highly customizable CRM built around a flexible data model of custom objects and real-time enrichment, positioning itself as the CRM 'you build on your own terms.' It offers a free tier plus self-serve Plus and Pro plans with a full REST API on every tier, and is notable for a first-party, OAuth-secured MCP server exposing 40+ tools for AI agents. Headquartered in London, Attio has raised roughly $116M through a Series B round backed by investors including Redpoint Ventures, Balderton Capital, and Point Nine.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "AI-Native / API-First CRM",
    "placementType": "organic",
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 116000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "50,000 records",
          "keyFeatures": [
            "Up to 3 objects",
            "Workflows",
            "Full API access",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": 35,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 10,
          "usageIncluded": "250,000 records",
          "keyFeatures": [
            "Up to 5 objects",
            "Workflows",
            "API access"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 79,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "1,000,000 records",
          "keyFeatures": [
            "Unlimited seats",
            "Up to 12 objects",
            "Call intelligence",
            "Sequences",
            "Advanced reporting"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Unlimited objects and records",
            "Single sign-on (SSO)",
            "SCIM",
            "Advanced access permissions"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://attio.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.attio.com/rest-api/overview",
      "sdks": [
        "App SDK (TypeScript/React) for in-app extensions"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://mcp.attio.com/mcp",
      "transport": "http",
      "toolsExposed": [
        "records & objects (people/companies/deals)",
        "lists",
        "comments",
        "notes (incl. semantic search)",
        "tasks",
        "meetings & calls (incl. transcripts)",
        "emails (semantic search)",
        "workspace/members",
        "reporting",
        "read-only SQL"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth (inherits user's Attio account permissions)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 91,
      "discoverability": 95,
      "machineReadableContent": 95,
      "programmaticAccess": 90,
      "mcpAgentSupport": 95,
      "selfServeTransactability": 90,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.attio.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.98
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "auth0",
    "name": "Auth0 (Okta)",
    "websiteUrl": "https://auth0.com",
    "oneLiner": "Okta-owned CIAM platform with a self-serve free tier (25k MAU), published MAU-based pricing, and an official MCP server plus Claude Code skill.",
    "longDescription": "Auth0 is a customer identity and access management (CIAM) platform, founded in 2013 and acquired by Okta in 2021 for $6.5 billion, providing login, SSO, and MFA for B2C and B2B applications. Unlike most enterprise IAM vendors, Auth0 publishes granular self-serve pricing: a permanent Free plan (up to 25,000 MAU, no credit card), B2C/B2B Essentials and Professional plans that scale by MAU and are purchasable online, and a custom Enterprise tier requiring sales for very high volume or advanced needs. Auth0 is unusually agent-ready for 2026: its site exposes llms.txt/llms-full.txt across docs, pricing, blog, and changelog, ships an official open-source MCP server (auth0/auth0-mcp-server, MIT-licensed, currently beta) for natural-language tenant administration, and publishes an official Claude Code skill (auth0/agent-skills) distributed via the Claude Code plugin marketplace.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Customer Identity & Access Management (CIAM)",
    "placementType": "organic",
    "foundedYear": 2013,
    "hqLocation": "Bellevue, WA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by Okta (2021, $6.5B)",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Up to 25,000 MAU",
          "keyFeatures": [
            "Passwordless authentication",
            "Unlimited social connections",
            "5 organizations",
            "1 enterprise connection",
            "Self-service SSO",
            "SCIM",
            "Basic attack protection",
            "Community support"
          ],
          "overageRate": null
        },
        {
          "name": "B2C Essentials",
          "price": 35,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 MAU starting",
          "keyFeatures": [
            "Pro MFA",
            "Role-based access control",
            "10 organizations",
            "Log streaming",
            "Separate dev/prod environments",
            "Standard support"
          ],
          "overageRate": "Scales by MAU tier from $35 to $3,500/month"
        },
        {
          "name": "B2C Professional",
          "price": 240,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 MAU starting; not available above 40,000 MAU",
          "keyFeatures": [
            "Enhanced attack protection",
            "Custom database connections",
            "Enterprise MFA",
            "Cross-app SSO",
            "Security center"
          ],
          "overageRate": "Scales by MAU tier from $240 to $2,800/month"
        },
        {
          "name": "B2B Essentials",
          "price": 150,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 MAU starting",
          "keyFeatures": [
            "Unlimited organizations",
            "3 SSO enterprise connections",
            "Role-based access control",
            "Pro MFA",
            "Log streaming"
          ],
          "overageRate": "Scales by MAU tier from $150 to $3,800/month"
        },
        {
          "name": "B2B Professional",
          "price": 800,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 MAU starting",
          "keyFeatures": [
            "Everything in Essentials",
            "Enhanced attack protection",
            "Custom token exchange",
            "Security center",
            "Additional enterprise connections included"
          ],
          "overageRate": "Scales up to $800+/month; contact sales above 20,000 MAU"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "99.99% SLA",
            "Enterprise rate limits",
            "Custom user/SSO tiers",
            "Private deployment option",
            "Enterprise administration support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://auth0.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "European Union",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://auth0.com/docs/api",
      "sdks": [
        "Node.js",
        "Python",
        "PHP",
        "Java",
        ".NET",
        "React",
        "Angular",
        "Vue",
        "iOS/Swift",
        "Android/Kotlin"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/auth0/auth0-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "Applications CRUD",
        "Resource Servers/APIs CRUD",
        "Actions CRUD & deploy",
        "Forms CRUD & publish",
        "Application grants",
        "Logs list/get",
        "Onboarding workflows"
      ],
      "resourcesExposed": [
        "Auth0 tenant applications, APIs, actions, forms, logs"
      ],
      "authMethod": "OAuth 2.0 device authorization flow (interactive); Client Credentials (M2M) for private cloud tenants",
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/auth0/agent-skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 82,
      "discoverability": 85,
      "machineReadableContent": 90,
      "programmaticAccess": 85,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 80,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO 27001",
        "ISO 27017",
        "ISO 27018",
        "GDPR",
        "HIPAA/HITECH (BAA available)",
        "PCI DSS",
        "CSA STAR",
        "FAPI Certified",
        "PSD2 (SCA)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.okta.com/",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "bamboohr",
    "name": "BambooHR",
    "websiteUrl": "https://www.bamboohr.com",
    "oneLiner": "All-in-one HRIS for small and medium businesses covering HR data, payroll, benefits, hiring, and performance management.",
    "longDescription": "BambooHR is an all-in-one HR software platform providing a human resources information system, payroll, benefits administration, applicant tracking, onboarding, and performance management for small and medium-sized businesses. Founded in 2008 and headquartered in Draper, Utah, it is privately held and backed by growth-equity investors including Sorenson Capital, ICONIQ Capital, and Providence Equity. BambooHR now publishes starting per-employee prices on its site, though final purchase still routes through a sales quote, and it offers a self-serve REST API alongside SOC 2 Type II and PCI DSS certifications.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "HRIS for Small & Medium Businesses",
    "placementType": "organic",
    "foundedYear": 2008,
    "hqLocation": "Draper, UT, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "fundingStage": "Growth Equity",
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Core",
          "price": 10,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee (min. ~$250/mo flat rate for companies with 25 or fewer employees)",
          "keyFeatures": [
            "HR data & reporting",
            "Employee self-service",
            "Time-off tracking",
            "Hiring & onboarding basics"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 17,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Everything in Core",
            "Performance management",
            "Employee community/engagement tools",
            "Advanced reporting"
          ],
          "overageRate": null
        },
        {
          "name": "Elite",
          "price": 25,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Everything in Pro",
            "Compensation management",
            "Advanced compliance & audit trail features"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.bamboohr.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "Canada",
        "Ireland"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://documentation.bamboohr.com",
      "sdks": [
        "PHP"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 59,
      "discoverability": 85,
      "machineReadableContent": 85,
      "programmaticAccess": 80,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 20,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1",
        "SOC 2 Type II",
        "PCI DSS",
        "EU-US Data Privacy Framework"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.bamboohr.com/",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": "https://assets.ctfassets.net/9gvb5n00xbqb/6iRlPJWddpUmtXJDCk3YM2/a905dbee48026234ea27d811d5021287/TP_SUB_LIST_3-10-2023.pdf"
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.4,
        "reviewCount": 5933,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "baseten",
    "name": "Baseten",
    "websiteUrl": "https://www.baseten.co",
    "oneLiner": "Inference cloud for deploying, running, and scaling custom, open-source, and fine-tuned AI models in production.",
    "longDescription": "Baseten provides an inference cloud for deploying custom, fine-tuned, and open-source models, offering OpenAI-compatible Model APIs, dedicated single-tenant deployments, training infrastructure, and multi-cloud capacity management. Its open-source Truss framework packages models for production deployment. Founded in 2019 in San Francisco by Tuhin Srivastava, Philip Howes, Amir Haghighat, and Pankaj Gupta, Baseten raised a $150M Series D in September 2025 led by BOND, following a $75M Series C, bringing total disclosed funding to roughly $285M.",
    "categorySlugs": [
      "model-hosting-inference"
    ],
    "subCategory": "Model Inference & Deployment Platform",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
    "totalRaisedUsd": 285000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/basetenlabs/truss",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Basic",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Pay-as-you-go, credits for new accounts",
          "keyFeatures": [
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            "Model APIs access",
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        "rest"
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    "oneLiner": "Cloud customer engagement platform for cross-channel messaging, journey orchestration, and AI-powered personalization.",
    "longDescription": "Braze is a publicly traded (Nasdaq: BRZE) customer engagement platform that lets brands orchestrate email, push, SMS, WhatsApp, in-app, and web messaging journeys driven by real-time customer data. It uses an Action Credits and Monthly Active User (MAU) based pricing model rather than public list prices, and pricing is negotiated per contract via sales. Originally founded as Appboy in 2011, Braze is headquartered in New York City and serves customers from early-stage startups to large enterprises across retail, financial services, media, and travel.",
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        "Cordova",
        "Xamarin",
        "Unreal Engine",
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      "trustCenterUrl": "https://www.braze.com/product/trust",
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    "slug": "browser-use",
    "name": "Browser Use",
    "websiteUrl": "https://browser-use.com",
    "oneLiner": "Open-source (107k-star) browser automation library for AI agents, plus a hosted Browser Use Cloud with stealth browsers and agents.",
    "longDescription": "Browser Use is an MIT-licensed Python/TypeScript library, built by ETH Zurich alumni Magnus Muller and Gregor Zunic, that converts web pages into an agent-friendly text representation so LLMs can navigate, click, type, and extract data more reliably than with vision-only approaches. The project went through Y Combinator's Winter 2025 batch and raised a $17M seed round led by Felicis Ventures (with Paul Graham, A Capital, and Nexus Venture Partners), and has grown to over 107,000 GitHub stars. Beyond the open-source harness, the company sells Browser Use Cloud (hosted stealth browsers, agents, and proxies with usage-based pricing) and ships a built-in local MCP server (`browser-use --mcp`) for Claude Desktop, Claude Code, Cursor, and Windsurf.",
    "categorySlugs": [
      "ai-browser-agents"
    ],
    "subCategory": "Open-Source Browser Automation Agent",
    "placementType": "organic",
    "foundedYear": 2024,
    "hqLocation": "Zurich, Switzerland",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Seed",
    "totalRaisedUsd": 17000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/browser-use/browser-use",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3 concurrent sessions, 1 browser profile",
          "keyFeatures": [
            "No credit card required",
            "Advanced stealth",
            "Captcha solving",
            "Webhook events",
            "Community support"
          ],
          "overageRate": null
        },
        {
          "name": "Dev",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "25 concurrent sessions, 5 browser profiles",
          "keyFeatures": [
            "Priority support",
            "Advanced stealth",
            "Captcha solving",
            "Webhook events"
          ],
          "overageRate": "$0.02/browser-session-hour; $5/GB proxy bandwidth"
        },
        {
          "name": "Business",
          "price": 299,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "200 concurrent sessions, unlimited team members/profiles",
          "keyFeatures": [
            "Priority support",
            "Unlimited team members",
            "Unlimited browser profiles"
          ],
          "overageRate": "$0.02/browser-session-hour; $5/GB proxy bandwidth"
        },
        {
          "name": "Scaleup",
          "price": 999,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 concurrent sessions, unlimited team members/profiles",
          "keyFeatures": [
            "Dedicated support",
            "Unlimited team members",
            "Unlimited browser profiles"
          ],
          "overageRate": "$0.02/browser-session-hour; $5/GB proxy bandwidth"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
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          "keyFeatures": [
            "Annual credit pool",
            "SLAs",
            "Custom data retention terms",
            "Dedicated support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://browser-use.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.browser-use.com/",
      "sdks": [
        "Python",
        "TypeScript/Node.js"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "stdio",
      "toolsExposed": [
        "navigate",
        "click",
        "type",
        "get_state",
        "scroll",
        "tab management",
        "autonomous agent task",
        "extract content"
      ],
      "resourcesExposed": [],
      "authMethod": "User-supplied LLM API key (OpenAI/Anthropic)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 81,
      "discoverability": 90,
      "machineReadableContent": 80,
      "programmaticAccess": 85,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 85,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 107000
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "browserbase",
    "name": "Browserbase",
    "websiteUrl": "https://www.browserbase.com",
    "oneLiner": "Cloud infrastructure of headless browsers and APIs that let AI agents browse, log in, and interact with the web at scale.",
    "longDescription": "Browserbase provides managed, serverless headless-browser infrastructure so AI agents can log into sites, fill forms, solve captchas, and extract data without operators managing their own browser fleets. Founded in January 2024 by Paul Klein IV in San Francisco, it also maintains Stagehand, a popular open-source AI browser automation SDK, and ships an official hosted and self-hostable MCP server. The company raised a $40M Series B in June 2025 at a ~$300M valuation (Notable Capital, CRV, Kleiner Perkins), bringing total funding to $67.5M, and reports 50M+ browser sessions run in 2025 across 1,000+ customers.",
    "categorySlugs": [
      "ai-browser-agents"
    ],
    "subCategory": "Cloud Browser Infrastructure for Agents",
    "placementType": "organic",
    "foundedYear": 2024,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 67500000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/browserbase/stagehand",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "3 concurrent browsers, 1 browser hour, 15-min max session",
          "keyFeatures": [
            "3 Agent runs",
            "1,000 Search calls",
            "1,000 Fetch calls",
            "7-day data retention",
            "$5 in model tokens included"
          ],
          "overageRate": null
        },
        {
          "name": "Developer",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "25 concurrent browsers, 100 browser hours",
          "keyFeatures": [
            "15 Agent runs",
            "1,000 Search calls",
            "1,000 Fetch calls",
            "1GB proxies included",
            "7-day retention",
            "Auto captcha solving"
          ],
          "overageRate": "$0.12/browser hour; $12/GB proxies; $7/1k search calls; $1-$4/1k fetch calls"
        },
        {
          "name": "Startup",
          "price": 99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100 concurrent browsers, 500 browser hours",
          "keyFeatures": [
            "50 Agent runs",
            "1,000 Search calls",
            "10,000 Fetch calls",
            "5GB proxies included",
            "30-day retention",
            "Auto captcha solving"
          ],
          "overageRate": "$0.10/browser hour; $10/GB proxies; $7/1k search calls; $0.50-$4/1k fetch calls"
        },
        {
          "name": "Scale",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "250+ concurrent browsers, 500+ browser hours (usage-based)",
          "keyFeatures": [
            "Custom Agent runs",
            "Verified agents + captcha solving",
            "30+ day retention",
            "HIPAA (BAA) & DPA compliance",
            "SSO available"
          ],
          "overageRate": "Usage-based, custom"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.browserbase.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.browserbase.com/reference/introduction",
      "sdks": [
        "Node.js",
        "Python"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/browserbase/mcp-server-browserbase",
      "transport": "http",
      "toolsExposed": [
        "start",
        "end",
        "navigate",
        "act",
        "observe",
        "extract"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (BROWSERBASE_API_KEY + BROWSERBASE_PROJECT_ID)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 84,
      "discoverability": 85,
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      "mcpAgentSupport": 85,
      "selfServeTransactability": 85,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA (BAA available)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.browserbase.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
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    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "cartesia",
    "name": "Cartesia",
    "websiteUrl": "https://cartesia.ai",
    "oneLiner": "Low-latency voice AI models (Sonic TTS, Ink STT) and a voice-agent platform, built on state-space model architecture.",
    "longDescription": "Cartesia is a voice AI company founded by researchers behind the Mamba state-space-model architecture, offering Sonic (text-to-speech, ~90ms time-to-first-audio, voice cloning from 5 seconds of speech), Ink (speech-to-text), and Line (a voice-agent platform), deployable in the cloud, on-premise, or on-device. It provides a credit-based freemium/usage pricing model, a REST and WebSocket API with official Python and JS/TS SDKs, and an official open-source MCP server for coding agents. Founded in 2023, Cartesia raised a $27M seed round (Dec 2024) followed by a $64M Series A led by Kleiner Perkins (March 2025), and targets financial services, healthcare, and government customers requiring data residency and compliance.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "Low-Latency Text-to-Speech, Speech-to-Text & Voice Agents",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "totalRaisedUsd": 91000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/cartesia-ai/cartesia-python",
    "pricing": {
      "model": "freemium",
      "tiers": [
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          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "20K credits/month (~133 TTS minutes)",
          "keyFeatures": [
            "Text-to-Speech",
            "Speech-to-Text",
            "No voice cloning"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 5,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100K credits/month (~133 TTS minutes)",
          "keyFeatures": [
            "Commercial license",
            "Instant voice cloning"
          ],
          "overageRate": null
        },
        {
          "name": "Startup",
          "price": 49,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1.25M credits/month (~1,667 TTS minutes)",
          "keyFeatures": [
            "Professional voice cloning",
            "Organizations"
          ],
          "overageRate": null
        },
        {
          "name": "Scale",
          "price": 299,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "8M credits/month (~10,667 TTS minutes)",
          "keyFeatures": [
            "Priority support",
            "High concurrency limits"
          ],
          "overageRate": "Voice agents $0.06/min; telephony $0.014/min"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom volume",
          "keyFeatures": [
            "Custom concurrency",
            "DPAs/BAAs",
            "Shared Slack support",
            "SSO",
            "Security assessments"
          ],
          "overageRate": null
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      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://cartesia.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
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    "deployment": {
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        "byoc"
      ],
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    },
    "api": {
      "available": true,
      "type": [
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      ],
      "openapiSpecUrl": "https://docs.cartesia.ai/api-reference",
      "docsUrl": "https://docs.cartesia.ai",
      "sdks": [
        "Python",
        "JavaScript/TypeScript"
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    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/cartesia-ai/cartesia-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "text-to-speech",
        "speech-to-text"
      ],
      "resourcesExposed": [],
      "authMethod": "API key",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 66,
      "discoverability": 52,
      "machineReadableContent": 62,
      "programmaticAccess": 80,
      "mcpAgentSupport": 65,
      "selfServeTransactability": 75,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.cartesia.ai",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 133
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "chroma",
    "name": "Chroma",
    "websiteUrl": "https://www.trychroma.com",
    "oneLiner": "Open-source AI-native embedding database for vector, full-text, and metadata search, available self-hosted or as Chroma Cloud.",
    "longDescription": "Chroma is an open-source (Apache 2.0) search infrastructure purpose-built for AI applications, combining vector, full-text/regex, and metadata search on top of object storage. Developers can run it locally or self-hosted for free, or use Chroma Cloud, a serverless usage-based offering for production RAG and agent memory workloads. Founded in 2022 by Jeff Huber and Anton Troynikov, Chroma has become one of the most widely adopted open-source vector databases.",
    "categorySlugs": [
      "vector-databases"
    ],
    "subCategory": "Vector Databases & RAG Infrastructure",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Seed",
    "totalRaisedUsd": 18000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/chroma-core/chroma",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Starter",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": "$5 in free credits/month; up to 10 databases",
          "keyFeatures": [
            "Up to 10 databases",
            "Up to 10 team members",
            "Community Slack access",
            "Usage-based pricing beyond credits"
          ],
          "overageRate": "Write $2.50/GiB; Storage $0.33/GiB/month; Query $0.0075/TiB queried; Network $0.09/GiB returned"
        },
        {
          "name": "Team",
          "price": 250,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 30,
          "usageIncluded": "$100 in free credits/month; up to 100 databases",
          "keyFeatures": [
            "Up to 100 databases",
            "Up to 30 team members",
            "Slack support",
            "SOC 2 Type II",
            "Volume-based discounts"
          ],
          "overageRate": "Write $2.50/GiB; Storage $0.33/GiB/month; Query $0.0075/TiB queried; Network $0.09/GiB returned"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Unlimited databases and team members",
            "Dedicated support",
            "Single-tenant clusters",
            "BYOC (bring your own cloud)",
            "Custom SLAs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.trychroma.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "byoc"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "grpc"
      ],
      "docsUrl": "https://docs.trychroma.com/",
      "sdks": [
        "Python",
        "TypeScript/JavaScript",
        "Rust"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/chroma-core/chroma-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "create/list/delete/modify collections",
        "add/query/get/update/delete documents",
        "peek collection",
        "get collection info/count"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (Chroma Cloud tenant/database credentials) or local ephemeral/persistent client",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 81,
      "discoverability": 75,
      "machineReadableContent": 80,
      "programmaticAccess": 90,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 90,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://www.trychroma.com/security",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 28886,
      "githubReleaseCadencePerMonth": 3
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "circleci",
    "name": "CircleCI",
    "websiteUrl": "https://circleci.com",
    "oneLiner": "Cloud-native CI/CD platform for automating build, test, and deployment pipelines across any language or environment.",
    "longDescription": "CircleCI is a continuous integration and delivery platform that lets software teams automate build, test, and deployment workflows across Docker, Linux, macOS, Windows, Arm, and GPU environments, with self-hosted runners for hybrid setups. Founded in 2011 and based in San Francisco, it was the first CI/CD tool to achieve FedRAMP Tailored authorization and has raised roughly $315M through a Series F at a $1.7B valuation. It offers a self-serve free and Performance tier billed by usage credits, with a custom-priced Scale tier for enterprises needing SAML SSO and dedicated support.",
    "categorySlugs": [
      "devops-observability"
    ],
    "subCategory": "CI/CD",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series F",
    "totalRaisedUsd": 315000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/CircleCI-Public/circleci-cli",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "30,000 credits/month",
          "keyFeatures": [
            "Docker, Windows, Linux, Arm, macOS, self-hosted runners",
            "30x concurrency",
            "2GB storage / 1GB network",
            "Credits do not roll over"
          ],
          "overageRate": null
        },
        {
          "name": "Performance",
          "price": 15,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "30,000 credits/month",
          "keyFeatures": [
            "Larger resource classes",
            "80x concurrency",
            "2GB storage / 5GB network",
            "Optional 8x5 support",
            "Additional users at $15/mo each"
          ],
          "overageRate": "$15 per additional 25,000 credits"
        },
        {
          "name": "Scale",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom credit allocation",
            "SAML SSO",
            "All environments incl. GPU",
            "200GB storage / 50GB network",
            "Optional 24/7 support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://circleci.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "hybrid"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://circleci.com/docs/api/v2/",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/CircleCI-Public/mcp-server-circleci",
      "transport": "stdio",
      "toolsExposed": [
        "pipeline triggers",
        "log retrieval",
        "test analysis",
        "flaky test detection",
        "artifact listing",
        "config validation",
        "usage data analysis",
        "rollback operations"
      ],
      "resourcesExposed": [],
      "authMethod": "CircleCI Personal API Token (Bearer)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 81,
      "discoverability": 75,
      "machineReadableContent": 80,
      "programmaticAccess": 85,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 85,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "FedRAMP Tailored",
        "EU-U.S. Data Privacy Framework"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.circleci.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 448,
      "githubReleaseCadencePerMonth": 4
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "claude-code",
    "name": "Claude Code",
    "websiteUrl": "https://claude.com/product/claude-code",
    "oneLiner": "Anthropic's agentic CLI coding tool that lives in your terminal and edits your codebase via natural language.",
    "longDescription": "Claude Code is Anthropic's official terminal-native agentic coding tool: it reads and edits files, runs shell commands, manages git workflows, and can be extended with external tools via the Model Context Protocol (MCP client). It is billed through Claude subscription plans (Free/Pro/Max/Team/Enterprise) or pay-as-you-go API usage rather than as a standalone product, and also ships as a programmable Agent SDK (Python/TypeScript) for building custom agents on the same harness.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "CLI Agent",
    "placementType": "organic",
    "foundedYear": 2021,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series H",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/anthropics/claude-code",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Limited daily usage",
          "keyFeatures": [
            "Claude Code access",
            "Chat across web/desktop/mobile",
            "Basic usage limits"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Increased usage limits, ~200K token context",
          "keyFeatures": [
            "Claude Code included",
            "Unlimited projects",
            "Multiple Claude models",
            "$17/mo if billed annually"
          ],
          "overageRate": null
        },
        {
          "name": "Max 5x",
          "price": 100,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "5x Pro usage",
          "keyFeatures": [
            "Higher output limits",
            "Priority access during high traffic"
          ],
          "overageRate": null
        },
        {
          "name": "Max 20x",
          "price": 200,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "20x Pro usage",
          "keyFeatures": [
            "Highest individual usage tier",
            "Early access to advanced features"
          ],
          "overageRate": null
        },
        {
          "name": "Team",
          "price": 25,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Central billing",
            "SSO",
            "Admin controls",
            "$20/seat if billed annually"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "API-rate usage billing",
          "keyFeatures": [
            "SCIM",
            "Audit logs",
            "HIPAA-ready option",
            "Role-based access control"
          ],
          "overageRate": "Anthropic API rates"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://claude.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid"
      ],
      "supportedClouds": [
        "AWS Bedrock",
        "Google Cloud Vertex AI"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://platform.claude.com/docs/en/agent-sdk/overview",
      "sdks": [
        "Python",
        "TypeScript"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 86,
      "discoverability": 90,
      "machineReadableContent": 90,
      "programmaticAccess": 90,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 85,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.anthropic.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 139200,
      "githubReleaseCadencePerMonth": 25
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "clay",
    "name": "Clay",
    "websiteUrl": "https://www.clay.com",
    "oneLiner": "GTM data enrichment and workflow platform combining 200+ data providers with AI agents/functions, plus a first-party MCP server for Claude/ChatGPT/Copilot.",
    "longDescription": "Clay is a go-to-market data and workflow platform that lets revenue teams build spreadsheet-like 'tables' which enrich, score, and act on contact/company data by waterfalling across 200+ data and AI providers. Its AI agent features (Clay Functions, Claygent web research, and outbound personalization) sit alongside a free tier and self-serve Launch/Growth plans, with an Enterprise tier requiring a sales demo. Clay also publishes an official, first-party remote MCP server so reps can search, enrich, and push contacts to a CRM directly from Claude, ChatGPT, Copilot, or Glean. Reportedly founded around 2017 and headquartered in Chelsea, New York, Clay raised a Series C extension ($100M at a $3.1B valuation, Aug 2025) and saw a Sequoia-led employee tender offer at a $5B valuation in Jan 2026.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "GTM Data Enrichment & Sales Automation Platform",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C (extension, $100M at $3.1B valuation, Aug 2025)",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "500 actions/month, 100 data credits/month",
          "keyFeatures": [
            "Core enrichment & search tables",
            "200+ provider waterfall enrichment",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Launch",
          "price": 167,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "15,000 actions/month, 3,000 data credits/month (expandable up to 200,000 actions / 50,000 credits)",
          "keyFeatures": [
            "14-day free trial",
            "Self-serve checkout",
            "Credit rollover up to 2x monthly amount",
            "~10% discount if billed annually"
          ],
          "overageRate": "Data credits from ~$0.05 each; extra actions at ~30% premium"
        },
        {
          "name": "Growth",
          "price": 446,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "40,000 actions/month, 6,000 data credits/month (expandable up to 200,000 actions / 50,000 credits)",
          "keyFeatures": [
            "Recommended tier",
            "14-day free trial",
            "Higher rate limits",
            "~10% discount if billed annually"
          ],
          "overageRate": "Data credits from ~$0.05 each; extra actions at ~30% premium"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "200,000+ actions/month, 100,000+ data credits/month (custom)",
          "keyFeatures": [
            "Annual commitment required",
            "Dedicated growth strategist",
            "SSO & RBAC",
            "Unlimited ad audiences",
            "15-minute sync frequency",
            "Demo required to purchase"
          ],
          "overageRate": "Custom top-up pricing"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.clay.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://university.clay.com",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "people_search",
        "company_search",
        "data_enrichment_waterfall",
        "clay_functions",
        "audiences",
        "crm_duplicate_check_and_write",
        "sequencer_push"
      ],
      "resourcesExposed": [],
      "authMethod": "Managed via connected AI tool (Claude/ChatGPT/Copilot/Glean connector)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 66,
      "discoverability": 60,
      "machineReadableContent": 45,
      "programmaticAccess": 55,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 75,
      "transparency": 78,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type I",
        "SOC 2 Type II",
        "ISO 27001:2022",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.clay.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "clickup",
    "name": "ClickUp",
    "websiteUrl": "https://clickup.com",
    "oneLiner": "All-in-one productivity platform (tasks, docs, chat, whiteboards) with a remote, OAuth-secured official MCP server for AI assistants.",
    "longDescription": "ClickUp is a San Diego-based, privately held all-in-one productivity suite founded in 2017 by Zeb Evans and Alex Yurkowski, having raised roughly $535M through a 2021 Series C at a $4B valuation. It bundles tasks, docs, chat, whiteboards, goals, and time tracking under per-seat pricing from a Free Forever tier up to custom Enterprise, and layers on \"ClickUp Brain\" AI add-ons. ClickUp runs a remote MCP server at mcp.clickup.com (OAuth 2.1 + PKCE only) exposing dozens of tools spanning tasks, docs, chat, time tracking, and workspace hierarchy, and also lets its own Brain AI connect out to arbitrary third-party MCP servers.",
    "categorySlugs": [
      "project-management"
    ],
    "subCategory": "Work & Project Management",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "San Diego, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 535000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free Forever",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "60MB storage",
          "keyFeatures": [
            "Unlimited tasks",
            "Kanban boards",
            "Sprint management",
            "Calendar view",
            "1 form"
          ],
          "overageRate": null
        },
        {
          "name": "Unlimited",
          "price": 7,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited storage",
          "keyFeatures": [
            "Unlimited spaces/folders/forms",
            "Gantt charts",
            "Custom fields",
            "Native time tracking",
            "Goals",
            "Guest access"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "5K automations/month",
          "keyFeatures": [
            "Unlimited dashboards",
            "Timeline views",
            "Webhooks",
            "Whiteboards",
            "Google SSO",
            "SMS 2FA",
            "Unlimited proofing"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "250K automations/month",
          "keyFeatures": [
            "SAML SSO & SCIM",
            "Unlimited custom roles",
            "Audit log",
            "Session management",
            "Enterprise API",
            "MSA & HIPAA",
            "Data residency",
            "Dedicated CSM"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://clickup.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "Europe (Ireland)",
        "Asia Pacific (Australia, Singapore)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.clickup.com/reference",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://mcp.clickup.com/mcp",
      "transport": "http",
      "toolsExposed": [
        "Search Workspace",
        "Create/Get/Update/Delete Task",
        "Create Bulk Tasks",
        "Set Custom Fields",
        "Add/Remove Tag",
        "Add/Remove Dependency",
        "Get/Add Time Entry",
        "Get Workspace Hierarchy",
        "Create List/Folder",
        "Get Workspace Members",
        "Get Chat Channels",
        "Send Chat Message",
        "Create/Update Document Page",
        "Get Time in Status"
      ],
      "resourcesExposed": [
        "tasks",
        "lists",
        "folders",
        "spaces",
        "docs",
        "chat channels",
        "time entries"
      ],
      "authMethod": "OAuth 2.1 + PKCE",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 79,
      "discoverability": 85,
      "machineReadableContent": 85,
      "programmaticAccess": 75,
      "mcpAgentSupport": 88,
      "selfServeTransactability": 85,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1 Type II",
        "SOC 2 Type II",
        "SOC 3",
        "ISO 27001:2022",
        "ISO 27017:2015",
        "ISO 27018:2019",
        "ISO 27701:2019",
        "ISO 42001",
        "GDPR",
        "HIPAA",
        "PCI DSS"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://clickup.com/security",
      "pentestReportAvailable": true
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.7,
        "reviewCount": 10400,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "cline",
    "name": "Cline",
    "websiteUrl": "https://cline.bot",
    "oneLiner": "Open-source autonomous coding agent for VS Code, JetBrains, CLI, and SDK with native MCP support.",
    "longDescription": "Cline is an open-source (Apache 2.0) autonomous coding agent that plans, edits code, and runs terminal commands inside VS Code, JetBrains, a CLI, or as an embeddable SDK. It is bring-your-own-API-key and model-agnostic (Anthropic, OpenAI, Gemini, AWS Bedrock, local models), and was one of the first coding agents to natively support connecting to external MCP servers, with a built-in MCP Marketplace for discovering and installing community-built servers. The base product is free and usage-based; an Enterprise tier adds SSO/OIDC, SLAs, and centralized admin controls.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "IDE Extension",
    "placementType": "organic",
    "foundedYear": 2024,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "totalRaisedUsd": 32000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/cline/cline",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Open Source",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay only for AI inference (BYO API key or Cline credits)",
          "keyFeatures": [
            "VS Code extension",
            "CLI",
            "MCP Marketplace",
            "Multi-root workspaces",
            "Community support"
          ],
          "overageRate": "Usage-based on model provider rates"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "JetBrains extension",
            "SSO/OIDC",
            "SLA",
            "Centralized billing and admin",
            "Audit logging"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://cline.bot/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "self_hosted",
        "cloud"
      ],
      "supportedClouds": [
        "AWS Bedrock",
        "Google Cloud Vertex AI"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [],
      "docsUrl": "https://docs.cline.bot",
      "sdks": [
        "TypeScript",
        "CLI"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 80,
      "discoverability": 75,
      "machineReadableContent": 85,
      "programmaticAccess": 85,
      "mcpAgentSupport": 90,
      "selfServeTransactability": 75,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 65100,
      "githubReleaseCadencePerMonth": 15
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "close",
    "name": "Close",
    "websiteUrl": "https://close.com",
    "oneLiner": "Sales CRM with built-in calling, SMS, email, and Chloe AI, built for startups and small sales teams.",
    "longDescription": "Close is a sales-focused CRM that bundles a power/predictive dialer, SMS, email sequencing, and workflow automation directly into the product, aimed at founders, startups, agencies, and scaling inside-sales teams. It ships Chloe, an AI teammate embedded in workflows, and offers a self-serve, per-seat pricing ladder from Solo to Scale with a 14-day free trial. Founded in 2013 by Steli Efti, Anthony Nemitz, and Thomas Steinacher as a Y Combinator company, Close remains bootstrapped and profitable with a 100% remote team.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "Sales CRM & Outreach",
    "placementType": "organic",
    "foundedYear": 2013,
    "hqLocation": "San Francisco, CA, USA (remote-first team)",
    "companySizeFit": [
      "startup",
      "smb"
    ],
    "fundingStage": "Bootstrapped",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Solo",
          "price": 9,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 1,
          "usageIncluded": "500 AI credits/month, up to 10k leads",
          "keyFeatures": [
            "Single user",
            "Email, calling, SMS",
            "No workflow automation"
          ],
          "overageRate": null
        },
        {
          "name": "Essentials",
          "price": 35,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "1,000 AI credits/month, unlimited contacts",
          "keyFeatures": [
            "Team collaboration",
            "Email, calling, SMS",
            "No workflow automation"
          ],
          "overageRate": null
        },
        {
          "name": "Growth",
          "price": 99,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "1,500 AI credits/month",
          "keyFeatures": [
            "Automated workflows",
            "Chloe AI in workflows",
            "Power dialer",
            "Bulk email"
          ],
          "overageRate": null
        },
        {
          "name": "Scale",
          "price": 139,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "2,000 AI credits/month",
          "keyFeatures": [
            "Role-based permissions",
            "Predictive dialer",
            "Unlimited call recording",
            "Live call coaching"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://close.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.close.com/",
      "sdks": [
        "Python (community)",
        "Node.js (community)",
        "Ruby (community)",
        "PHP (community)",
        "Go (community)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "CRM records (leads/contacts)",
        "opportunities",
        "tasks",
        "calls/SMS",
        "org info"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0 (Dynamic Client Registration) or API key (Close-API-Key header)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 79,
      "discoverability": 70,
      "machineReadableContent": 85,
      "programmaticAccess": 85,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 85,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.close.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.97,
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.7,
        "reviewCount": 2050,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "convergence-ai-proxy",
    "name": "Convergence AI (Proxy)",
    "websiteUrl": "https://convergence.ai",
    "oneLiner": "London AI lab building Proxy, a general-purpose autonomous web agent with long-term memory for cross-task automation.",
    "longDescription": "Convergence AI is a London-based startup, founded in 2024 by ex-Shopify/Cohere engineers Marvin Purtorab (CEO) and Andy Toulis (CTO), building Proxy: a general-purpose agent intended to handle diverse consumer tasks (shopping, research) and enterprise workflows (Salesforce data entry, applicant tracking) using what it calls Large Meta Learning Models for long-term memory. The company raised a $12M pre-seed round in 2024 led by Balderton Capital with Salesforce Ventures and Shopify Ventures, and separately open-sourced a lightweight, open-weights sibling model called Proxy Lite on GitHub. As of this research, the main convergence.ai site (including its pricing page and robots.txt) returned HTTP 403 to automated and proxied requests, so current pricing, API terms, and compliance posture could not be independently verified from primary sources.",
    "categorySlugs": [
      "ai-browser-agents"
    ],
    "subCategory": "General-Purpose Web Agent",
    "placementType": "organic",
    "foundedYear": 2024,
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb"
    ],
    "fundingStage": "Pre-seed",
    "totalRaisedUsd": 12000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/convergence-ai/proxy-lite",
    "pricing": {
      "model": "hybrid",
      "tiers": [],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://convergence.ai",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "docsUrl": "https://convergence.ai",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 18,
      "discoverability": 35,
      "machineReadableContent": 15,
      "programmaticAccess": 25,
      "mcpAgentSupport": 0,
      "selfServeTransactability": 20,
      "transparency": 15,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 991
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "copy-ai",
    "name": "Copy.ai",
    "websiteUrl": "https://www.copy.ai",
    "oneLiner": "AI-native go-to-market platform combining chat, workflow automation, and content generation for sales and marketing teams.",
    "longDescription": "Copy.ai began as an AI copywriting tool and has repositioned as an 'AI-native GTM platform,' offering a chat interface plus workflow automation with 2,000+ integrations for prospecting, content creation, and deal coaching. It is LLM-agnostic, working with OpenAI, Anthropic, Gemini, and Perplexity models. Self-serve plans scale from a $29/mo Chat tier up to a $3,000/mo Scale tier, with a custom-priced Enterprise tier requiring a sales demo.",
    "categorySlugs": [
      "ai-writing-assistants"
    ],
    "subCategory": "AI Copywriting & GTM Workflow Automation",
    "placementType": "organic",
    "foundedYear": 2021,
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Chat",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "Unlimited words in chat",
          "keyFeatures": [
            "Unlimited chat projects",
            "Access to OpenAI/Anthropic/Gemini models",
            "$24/mo on annual billing"
          ],
          "overageRate": null
        },
        {
          "name": "Growth",
          "price": 1000,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 75,
          "usageIncluded": "20K workflow credits/month",
          "keyFeatures": [
            "Unlimited words in chat",
            "Billed $12,000/yr"
          ],
          "overageRate": null
        },
        {
          "name": "Expansion",
          "price": 2000,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 150,
          "usageIncluded": "45K workflow credits/month",
          "keyFeatures": [
            "Unlimited words in chat",
            "Billed $24,000/yr"
          ],
          "overageRate": null
        },
        {
          "name": "Scale",
          "price": 3000,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 200,
          "usageIncluded": "75K workflow credits/month",
          "keyFeatures": [
            "Unlimited words in chat",
            "Billed $36,000/yr"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Guided implementation",
            "API access",
            "20+ integrations",
            "Unlimited customizable workflows",
            "Designated account team",
            "Enterprise security"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.copy.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 38,
      "discoverability": 45,
      "machineReadableContent": 30,
      "programmaticAccess": 30,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 55,
      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.copy.ai",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "crewai",
    "name": "CrewAI",
    "websiteUrl": "https://www.crewai.com",
    "oneLiner": "Open-source Python framework for role-based, multi-agent orchestration, with a paid Enterprise/AMP platform for deployment and governance.",
    "longDescription": "CrewAI is an MIT-licensed open-source Python framework for orchestrating role-playing, collaborative AI agents via \"Crews\" (autonomous agent teams) and \"Flows\" (event-driven workflow control). The company sells CrewAI AMP/Enterprise, a platform layer adding a visual crew builder, REST API deployment, observability, RBAC, and enterprise SSO on top of the free framework, with a Basic self-serve tier and a custom-priced Enterprise tier. Founded in 2023 by João Moura, CrewAI has raised roughly $18-24.5M (Series A, led by Insight Partners) and is now headquartered in San Francisco.",
    "categorySlugs": [
      "agent-frameworks"
    ],
    "subCategory": "Multi-Agent Orchestration Framework",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "totalRaisedUsd": 18000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/crewAIInc/crewAI",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Open Source (crewai Python package)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited, self-hosted (MIT license)",
          "keyFeatures": [
            "Crews (autonomous multi-agent collaboration)",
            "Flows (event-driven workflow control)",
            "Any LLM provider, including local via Ollama"
          ],
          "overageRate": null
        },
        {
          "name": "Basic (Free, AMP/Enterprise platform)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "50 workflow executions/month",
          "keyFeatures": [
            "Visual editor and AI copilot (Crew Studio)",
            "GitHub integration for deployment",
            "REST API for crew kickoff/status",
            "Tracing, OpenTelemetry, guardrails"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise (Custom)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "CrewAI-managed or private infrastructure (dedicated VPC/NAT)",
            "SSO (Microsoft Entra, Okta, Auth0, WorkOS, Keycloak)",
            "Role-based access control",
            "FedRAMP High and SAM certified",
            "On-site support, training, and 50 dev hours/month"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.crewai.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "Azure",
        "GCP"
      ],
      "dataResidencyOptions": [
        "Customer-controlled (self-hosted/Factory deployment)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.crewai.com",
      "sdks": [
        "Python"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/crewAIInc/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 66,
      "discoverability": 78,
      "machineReadableContent": 85,
      "programmaticAccess": 85,
      "mcpAgentSupport": 25,
      "selfServeTransactability": 65,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "FedRAMP High (Enterprise tier)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.crewai.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 56200,
      "githubReleaseCadencePerMonth": 12
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "crowdstrike",
    "name": "CrowdStrike",
    "websiteUrl": "https://www.crowdstrike.com",
    "oneLiner": "AI-native endpoint/cloud/identity security platform (Falcon) with self-serve Go/Pro/Enterprise tiers online, though Complete MDR remains quote-only.",
    "longDescription": "CrowdStrike is a publicly traded (Nasdaq: CRWD) cybersecurity company headquartered in Austin, TX, founded in 2011 by George Kurtz, Dmitri Alperovitch, and Gregg Marston, which IPO'd in June 2019. Its cloud-native Falcon platform unifies endpoint protection (EDR/XDR), identity threat detection, cloud security (CNAPP), threat intelligence, and next-gen SIEM. Unusually for enterprise security, CrowdStrike lists self-serve, credit-card-purchasable pricing for Falcon Go ($7.99/device/month), Falcon Pro ($14.99), and Falcon Enterprise ($19.99), each with a 15-day free trial, while the fully managed Falcon Complete Next-Gen MDR service and advanced add-on modules (identity security, SIEM) remain quote-only via sales. CrowdStrike publishes OAuth2-based Falcon REST APIs with SDKs in Python (FalconPy), Go, PowerShell, TypeScript, Rust, and Ruby, exposes llms.txt on both its main site and developer portal, and its GitHub org hosts falcon-mcp, a CrowdStrike-maintained (public preview, MIT-licensed) MCP server connecting AI agents to detections, threat intel, and host management.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Endpoint Detection & Response / Identity Threat Protection",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "Austin, TX, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (Nasdaq: CRWD)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Falcon Go",
          "price": 7.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Up to 100 devices",
          "keyFeatures": [
            "Next-Gen Antivirus (NGAV)",
            "Device control",
            "Mobile protection",
            "Express Support"
          ],
          "overageRate": null
        },
        {
          "name": "Falcon Pro",
          "price": 14.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Go",
            "Firewall management",
            "Express Support"
          ],
          "overageRate": null
        },
        {
          "name": "Falcon Enterprise",
          "price": 19.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Pro",
            "Endpoint Detection & Response (EDR)",
            "Threat hunting & intelligence",
            "Express Support"
          ],
          "overageRate": null
        },
        {
          "name": "Falcon Complete Next-Gen MDR",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "24/7 expert-led managed detection & response",
            "AI-accelerated monitoring",
            "Add-on modules: identity security, next-gen SIEM"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 15,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.crowdstrike.com/en-us/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "Azure",
        "Google Cloud"
      ],
      "dataResidencyOptions": [
        "United States",
        "European Union",
        "US Government (GovCloud)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.crowdstrike.com/",
      "sdks": [
        "Python (FalconPy)",
        "Go",
        "PowerShell",
        "TypeScript/JavaScript",
        "Rust",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/CrowdStrike/falcon-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "Detections & threat intel analysis",
        "Host/device management & host groups",
        "Case management & evidence",
        "Cloud security (Kubernetes, vulnerabilities, CSPM)",
        "Real-time response & quarantine",
        "Custom IOA rules, firewall policies, exclusions",
        "Identity protection",
        "Data protection"
      ],
      "resourcesExposed": [
        "Falcon detections",
        "hosts/devices",
        "threat intelligence",
        "cloud security findings",
        "identity protection events"
      ],
      "authMethod": "OAuth2 Client ID/Secret (Falcon API credentials)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 72,
      "discoverability": 75,
      "machineReadableContent": 70,
      "programmaticAccess": 65,
      "mcpAgentSupport": 65,
      "selfServeTransactability": 80,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001:2022",
        "ISO/IEC 27017:2015",
        "ISO 22301:2019",
        "FedRAMP High",
        "PCI DSS v4.0.1",
        "CSA STAR Level 2",
        "GDPR",
        "EU-US Data Privacy Framework",
        "ISO/IEC 42001:2023",
        "TISAX"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.crowdstrike.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 227
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "cursor",
    "name": "Cursor",
    "websiteUrl": "https://cursor.com",
    "oneLiner": "AI-native code editor (VS Code fork) with agentic Composer, Tab completion, and cloud agents for professional developers.",
    "longDescription": "Cursor is an AI-first code editor built by Anysphere as a fork of VS Code, combining fast AI-powered autocomplete (Tab) with an agentic Composer/chat mode that can plan and execute multi-file changes. It supports frontier models from OpenAI, Anthropic, and Google, plus its own Composer models, and layers on MCP tool support, cloud/background agents, and Bugbot code review. Anysphere has scaled Cursor to over $1B ARR and a reported $29.3B valuation as of its November 2025 Series D.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "AI Code Editor (IDE)",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
    "totalRaisedUsd": 3400000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Hobby",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Limited Agent requests and Tab completions",
          "keyFeatures": [
            "No credit card required",
            "Limited Agent requests",
            "Tab completions",
            "Composer access"
          ],
          "overageRate": null
        },
        {
          "name": "Pro (Individual)",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "$20/mo credit pool for premium model requests",
          "keyFeatures": [
            "Unlimited Tab completions",
            "Extended Agent limits",
            "Frontier models (GPT, Claude, Gemini)",
            "MCP servers, skills, hooks",
            "Cloud/background agents",
            "Usage-based Bugbot"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Pro+",
          "price": 60,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "~3x Pro usage allowance",
          "keyFeatures": [
            "3x usage on OpenAI, Claude, and Gemini models vs Pro"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Ultra",
          "price": 200,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "~20x Pro usage allowance",
          "keyFeatures": [
            "~20x Pro usage",
            "Priority access to new features"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Teams",
          "price": 40,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Centralized billing",
            "Team marketplace",
            "Agentic code review",
            "Shared cloud agents/automations",
            "Usage analytics",
            "Team privacy mode (no training on code)",
            "SAML/OIDC SSO"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Enterprise",
          "price": null,
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            "Pooled usage",
            "SCIM",
            "Repository/model/MCP controls",
            "Auto-run/browser/network controls",
            "Audit logs",
            "Service accounts",
            "AI Code Tracking API",
            "Priority support",
            "Self-hosted cloud agent workers (BYOC)"
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        }
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        "cloud",
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    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://cursor.com/docs/api",
      "sdks": [
        "TypeScript"
      ]
    },
    "mcp": {
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    "compliance": {
      "certs": [
        "SOC 2 Type II"
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      "ssoSamlSupported": true,
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      "trustCenterUrl": "https://trust.cursor.com",
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    "healthSignals": {
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  {
    "slug": "customerio",
    "name": "Customer.io",
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    "oneLiner": "Self-serve customer engagement platform for data-driven email, SMS, push, and in-app messaging automation.",
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    "categorySlugs": [
      "marketing-automation"
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      "enterprise"
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            "Self-serve signup, credit card checkout",
            "Data-driven email/SMS/push messaging",
            "Core journey builder"
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          "overageRate": "$0.009 per additional profile; $0.12 per additional 1,000 emails"
        },
        {
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          "currency": "USD",
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          "usageIncluded": "Custom profile volume",
          "keyFeatures": [
            "Scaling across more channels",
            "Expanded workflow features"
          ],
          "overageRate": "$0.009 per additional profile"
        },
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          "currency": "USD",
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          "usageIncluded": "Custom profile volume",
          "keyFeatures": [
            "Custom workflows",
            "Advanced segmentation and reporting"
          ],
          "overageRate": "$0.009 per additional profile"
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        {
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          "currency": "USD",
          "billingPeriod": "annual",
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          "usageIncluded": null,
          "keyFeatures": [
            "Custom profile/email volume and pricing",
            "Dedicated support",
            "Invoice billing (ACH/Wire)"
          ],
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      "hasFreeTier": false,
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        "GCP"
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        "US",
        "EU"
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    },
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        "rest"
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      "docsUrl": "https://docs.customer.io/api/",
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        "iOS",
        "Android",
        "React Native",
        "Flutter",
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        "Node.js",
        "Ruby",
        "Python",
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        "JavaScript (browser/analytics)"
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  {
    "slug": "datadog",
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    "oneLiner": "Cloud monitoring and security platform unifying infrastructure metrics, APM, logs, and AI observability in one SaaS product.",
    "longDescription": "Datadog is a cloud-scale observability and security platform combining infrastructure monitoring, application performance monitoring, log management, security signals, and synthetic/RUM monitoring in a single unified product with 1,000+ integrations. Founded in 2010 by Olivier Pomel and Alexis Lê-Quôc and headquartered in New York City, it went public on Nasdaq (DDOG) in September 2019 and reported roughly $3.4B in revenue in 2025. Pricing is usage-based per host, per GB ingested, or per user depending on product, with a perpetual free tier for small infrastructures and self-serve upgrades to Pro/Enterprise plans.",
    "categorySlugs": [
      "devops-observability"
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    "subCategory": "Observability & APM",
    "placementType": "organic",
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    "githubRepoUrl": "https://github.com/DataDog/datadog-agent",
    "pricing": {
      "model": "usage_based",
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        {
          "name": "Infrastructure Free",
          "price": 0,
          "currency": "USD",
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          "seatsIncluded": null,
          "usageIncluded": "Up to 5 hosts, 1-day metric retention",
          "keyFeatures": [
            "Core collection and visualization",
            "Basic dashboards",
            "Up to 5 hosts"
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        },
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          "name": "Infrastructure Pro",
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          "usageIncluded": "Per host/month (annual)",
          "keyFeatures": [
            "1,000+ integrations",
            "15-month data retention",
            "Custom dashboards and alerting"
          ],
          "overageRate": "$18/host on-demand"
        },
        {
          "name": "Infrastructure Enterprise",
          "price": 23,
          "currency": "USD",
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          "usageIncluded": "Per host/month (annual)",
          "keyFeatures": [
            "Machine learning-based alerts",
            "Live processes",
            "Governance controls"
          ],
          "overageRate": "$27/host on-demand"
        },
        {
          "name": "Log Management (Ingest + Indexing)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$0.10/GB ingest; $1.70/million indexed events (15-day retention, annual)",
          "keyFeatures": [
            "Out-of-the-box parsing for 200+ log sources",
            "Real-time alerting and dashboards",
            "Flex storage for long-term retention"
          ],
          "overageRate": "On-demand rates ~30-50% higher than annual"
        }
      ],
      "hasFreeTier": true,
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      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.datadoghq.com/pricing/",
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    "deployment": {
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        "cloud"
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        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US1",
        "US3",
        "US5",
        "EU1",
        "UK1",
        "AP1",
        "AP2",
        "US1-FED (Gov)"
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    },
    "api": {
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        "rest"
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      "docsUrl": "https://docs.datadoghq.com/api/latest/",
      "sdks": [
        "Java",
        "Python",
        "Ruby",
        "Go",
        "TypeScript/JavaScript",
        "Rust"
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    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "APM traces",
        "logs",
        "metrics",
        "monitors",
        "dashboards",
        "security signals"
      ],
      "resourcesExposed": [],
      "authMethod": "Datadog account login / API key",
      "testResult": "untested"
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    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
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      "overall": 75,
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    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO/IEC 27001",
        "ISO/IEC 27017",
        "ISO/IEC 27018",
        "HIPAA",
        "GDPR",
        "FedRAMP High",
        "PCI DSS",
        "CSA STAR"
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    "slug": "dbt-labs",
    "name": "dbt Labs",
    "websiteUrl": "https://www.getdbt.com",
    "oneLiner": "Analytics engineering platform behind open-source dbt Core and managed dbt Cloud/Fusion, now merged with Fivetran.",
    "longDescription": "dbt Labs (originally Fishtown Analytics, founded in 2016 by Tristan Handy) is the company behind dbt, the SQL-based transformation framework that popularized analytics engineering; dbt Core remains free and open source under Apache 2.0, while dbt Cloud is a paid, managed SaaS platform adding orchestration, a Semantic Layer, and governance. Headquartered in Philadelphia and having raised roughly $414M through a 2022 Series D at a ~$4.2B valuation, dbt Labs completed a merger with Fivetran in June 2026 to combine data ingestion and transformation. dbt Cloud pricing spans a free single-seat Developer plan and a self-serve $100/user/month Starter plan up to custom-quoted Enterprise and Enterprise+ tiers sold via sales, and dbt Labs publishes an official dbt-mcp server giving AI agents access to the Semantic Layer, Discovery API, and dbt CLI.",
    "categorySlugs": [
      "data-analytics-bi"
    ],
    "subCategory": "Data Transformation & Analytics Engineering",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "Philadelphia, PA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
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    "fundingStage": "Series D (Feb 2022), ~$4.2B valuation; merged with Fivetran (June 2026)",
    "totalRaisedUsd": 414000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/dbt-labs/dbt-core",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Developer",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3,000 models/month, 1 project",
          "keyFeatures": [
            "Browser IDE",
            "MFA",
            "Job scheduling",
            "dbt Core CLI (self-hosted, free forever)"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 100,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "15,000 models/month, 5,000 queried metrics/month, 1 project",
          "keyFeatures": [
            "Basic Catalog",
            "Basic Semantic Layer",
            "dbt Copilot",
            "Discovery & Admin API access"
          ],
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        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "100,000 models/month, 20,000 queried metrics/month, 30 projects",
          "keyFeatures": [
            "Advanced Catalog and Semantic Layer",
            "dbt Canvas",
            "dbt Insights",
            "dbt Mesh",
            "SSO/SAML and SCIM"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise+",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited projects",
          "keyFeatures": [
            "PrivateLink",
            "IP restrictions",
            "Rollback",
            "Hybrid (single-tenant) deployment"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.getdbt.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US (multi-tenant, AWS)",
        "EMEA (Frankfurt/Ireland/London, Enterprise)",
        "APAC (Sydney, Enterprise)",
        "Japan (Tokyo, Enterprise)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "graphql",
        "rest"
      ],
      "docsUrl": "https://docs.getdbt.com/docs/dbt-cloud-apis/admin-cloud-api",
      "sdks": [
        "Terraform Provider (dbt-labs/dbtcloud)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/dbt-labs/dbt-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "SQL execution / NL-to-SQL",
        "Semantic Layer metric queries",
        "Discovery API (model lineage, freshness)",
        "dbt CLI commands (run/test/compile/docs)",
        "Admin API (jobs, runs, artifacts)",
        "Code generation (YAML/model scaffolding)",
        "Product docs search"
      ],
      "resourcesExposed": [],
      "authMethod": "dbt Platform service token (API-backed tools); none required for local CLI-backed tools",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 75,
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      "transparency": 82,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001:2022",
        "ISO 27017",
        "ISO 27018",
        "ISO 42001:2023",
        "ISO 27701",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.getdbt.com",
      "pentestReportAvailable": "undocumented"
    },
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    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
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  {
    "slug": "decagon",
    "name": "Decagon",
    "websiteUrl": "https://decagon.ai",
    "oneLiner": "Enterprise AI customer support agents that resolve conversations across chat, email, and voice with natural-language workflow authoring.",
    "longDescription": "Decagon builds enterprise-grade conversational AI agents for customer support, deployable across chat, email, SMS, and voice channels. Founded in August 2023 in San Francisco by Jesse Zhang and Ashwin Sreenivas, it uses natural-language \"Agent Operating Procedures\" instead of rigid flow builders, and serves customers like Duolingo, Chime, ClassPass, Rippling, and Substack. Decagon raised a $250M Series D in January 2026 at a $4.5B valuation (led by Coatue and Index Ventures), following a $65M Series B in October 2024; pricing is quote-only and typically structured per-conversation or per-resolution.",
    "categorySlugs": [
      "ai-support-agents"
    ],
    "subCategory": "AI Customer Support Agent Platform",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "enterprise"
    ],
    "fundingStage": "Series D (Jan 2026)",
    "totalRaisedUsd": 315000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Custom / Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Per-conversation or per-resolution pricing with volume-based discounts; per-resolution plans do not charge for conversations escalated to a human",
          "keyFeatures": [
            "Multi-channel agents (chat, email, SMS, voice)",
            "Agent Operating Procedures (natural-language workflow authoring)",
            "Pre-built CRM/helpdesk integrations (Salesforce, Zendesk, Intercom)",
            "Experiments, testing & QA tooling",
            "Insights & reporting, Watchtower monitoring"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://decagon.ai/resources/pricing-ai-agents",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.decagon.ai/",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 36,
      "discoverability": 55,
      "machineReadableContent": 45,
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      "mcpAgentSupport": 25,
      "selfServeTransactability": 15,
      "transparency": 35,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "HIPAA",
        "ISO 27001",
        "GDPR",
        "CCPA",
        "PCI DSS"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.decagon.ai/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "deel",
    "name": "Deel",
    "websiteUrl": "https://www.deel.com",
    "oneLiner": "Global payroll, EOR, contractor management, and HRIS platform for hiring and paying teams in 100+ countries.",
    "longDescription": "Deel is a global people platform combining Employer of Record (EOR), PEO, contractor management, global payroll, and HRIS into one system so companies can hire and pay talent internationally without setting up local entities. Founded in 2019 and headquartered in San Francisco, it has grown rapidly into one of the highest-valued HR tech companies, reporting a $1B+ annual revenue run rate in 2025. Deel offers a documented REST API, self-serve API keys with sandbox access, and an official MCP server exposing 60+ tools for AI agents, backed by SOC 1/2/3 and ISO 27001 certifications.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "Global Payroll & Employer of Record",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series E",
    "totalRaisedUsd": 993000000,
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Find Talent (ATS)",
          "price": 14,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per worker",
          "keyFeatures": [
            "Job posting",
            "Pipeline visibility",
            "AI-powered screening",
            "Offer generation",
            "Interview scheduling"
          ],
          "overageRate": null
        },
        {
          "name": "Contractor - Standard",
          "price": 49,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per contractor",
          "keyFeatures": [
            "Payments in 120+ currencies",
            "Automated invoicing",
            "Tax form guidance",
            "Worker classification compliance"
          ],
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        },
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          "name": "Contractor of Record",
          "price": 325,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per contractor",
          "keyFeatures": [
            "Misclassification protection",
            "Compliant contractor engagement",
            "Local compliance management"
          ],
          "overageRate": null
        },
        {
          "name": "US PEO",
          "price": 125,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "US multi-state coverage",
            "Managed payroll",
            "Tax filings",
            "Benefits administration"
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          "overageRate": null
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        {
          "name": "EOR",
          "price": 599,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Legal employment in 130+ countries",
            "Managed payroll and tax filings",
            "Benefits (health, dental, vision, 401k)",
            "Automated onboarding",
            "HR/legal/tax support"
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          "overageRate": null
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      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.deel.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "EU (Ireland, primary)",
        "EU (France, disaster recovery)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.deel.com/",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://developer.deel.com/mcp/introduction",
      "transport": "sse",
      "toolsExposed": [
        "contract_list",
        "contract_create",
        "org_person_list",
        "timeoff_request_create",
        "eor_employment_cost_calculate",
        "payslip_list",
        "invoice_list",
        "benefit_list",
        "compliance_document_list",
        "hardware_asset_list"
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      "resourcesExposed": [],
      "authMethod": "OAuth2 (or Personal Access Token)",
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    "claudeSkillPublished": false,
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      "overall": 76,
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        "SOC 1",
        "SOC 2",
        "SOC 3",
        "ISO 27001",
        "GDPR"
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      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.deel.com/",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": null
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    "healthSignals": {
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    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
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  {
    "slug": "deepgram",
    "name": "Deepgram",
    "websiteUrl": "https://deepgram.com",
    "oneLiner": "Real-time speech-to-text, text-to-speech, and voice agent APIs for enterprises, deployable in the cloud or self-hosted.",
    "longDescription": "Deepgram is a San Francisco-based enterprise voice AI platform providing speech-to-text, text-to-speech (Aura), a unified Voice Agent API, and audio intelligence, offered via a usage-based pay-as-you-go model with a $200 signup credit or pre-paid annual plans. It supports both cloud and self-hosted deployment on AWS/GCP/customer data centers, holds SOC 2 Type 1 and Type 2, HIPAA, PCI, GDPR, and CCPA compliance, and ships official SDKs for Python, JS, Go, .NET, and Java plus an official MCP server via its CLI (`dg mcp`). Founded in 2015 (originally described as a Google for sound), it raised a $130M Series C at a $1.3B valuation.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "Speech-to-Text, Text-to-Speech & Voice Agent APIs",
    "placementType": "organic",
    "foundedYear": 2015,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
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      "midmarket",
      "enterprise"
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    "fundingStage": "Series C",
    "totalRaisedUsd": 130000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/deepgram/deepgram-python-sdk",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Pay As You Go",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$200 free credit, no minimums, no expiration",
          "keyFeatures": [
            "Speech-to-Text streaming: $0.0048-$0.0078/min",
            "Speech-to-Text pre-recorded: $0.0065-$0.0092/hour",
            "Text-to-Speech: $0.015-$0.030/1,000 characters",
            "Voice Agent API: $0.050-$0.163/minute",
            "Audio Intelligence: $0.0003/1k input tokens"
          ],
          "overageRate": null
        },
        {
          "name": "Growth",
          "price": 4000,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Pre-paid annual credits redeemed against usage",
          "keyFeatures": [
            "Save up to 20% vs. pay-as-you-go"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom volume",
          "keyFeatures": [
            "Large volume/data/deployment requirements",
            "Self-hosted or dedicated single-tenant runtime",
            "Custom model training"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://deepgram.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
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    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.deepgram.com/home",
      "sdks": [
        "Python",
        "JavaScript/TypeScript",
        "Go",
        ".NET",
        "Java",
        "Rust (community)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/deepgram/cli",
      "transport": "stdio",
      "toolsExposed": [
        "speech-to-text",
        "text-to-speech",
        "audio intelligence"
      ],
      "resourcesExposed": [],
      "authMethod": "Deepgram account login (dg login)",
      "testResult": "untested"
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    "claudeSkillPublished": false,
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      "overall": 70,
      "discoverability": 58,
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      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 1",
        "SOC 2 Type 2",
        "HIPAA",
        "PCI",
        "GDPR",
        "CCPA"
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      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
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    "healthSignals": {
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    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "devin",
    "name": "Devin",
    "websiteUrl": "https://devin.ai",
    "oneLiner": "Autonomous AI software engineer agent by Cognition that plans, codes, tests, and ships software end-to-end.",
    "longDescription": "Devin is an AI software engineer built by Cognition AI, capable of autonomously planning, writing, testing, and shipping code across cloud, desktop, CLI, and IDE environments. It is available via self-serve Free, Pro, Max, and Teams plans billed on subscription plus Agent Compute Unit (ACU) usage, alongside a sales-assisted Enterprise tier with SSO/SAML and optional VPC/dedicated-tenant or hybrid \"Outposts\" deployment. Cognition officially hosts an MCP server (mcp.devin.ai) exposing Devin's sessions, knowledge base, and playbooks to external tools and agents.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "Autonomous AI software engineering agent",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
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      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
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    "githubRepoUrl": "https://github.com/CognitionAI",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Limited quota",
          "keyFeatures": [
            "Limited model availability",
            "Unlimited inline edits/tab completions"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Full model availability (OpenAI, Claude, Gemini)",
            "Free SWE-1.7 and open-source models",
            "Cloud agents access",
            "Pay-as-you-go overage at API pricing"
          ],
          "overageRate": "API-cost pass-through for usage beyond plan quota"
        },
        {
          "name": "Max",
          "price": 200,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Pro",
            "Significantly higher quotas"
          ],
          "overageRate": null
        },
        {
          "name": "Teams",
          "price": 80,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "$80/mo base",
          "keyFeatures": [
            "Unlimited members with flexible seating",
            "Centralized billing",
            "Admin analytics dashboard",
            "Priority support"
          ],
          "overageRate": "$40/mo per additional developer seat"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Dedicated account management",
            "SAML/OIDC SSO + centralized admin controls",
            "Optional VPC/dedicated-tenant deployment"
          ],
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      ],
      "hasFreeTier": true,
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      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://devin.ai/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
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      "models": [
        "cloud",
        "hybrid",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "Azure"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.devin.ai/api-reference/overview",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "repository/DeepWiki documentation Q&A",
        "session management",
        "playbook management",
        "knowledge-base CRUD",
        "schedule management",
        "integration management"
      ],
      "resourcesExposed": [],
      "authMethod": "Bearer token (Devin API key; X-Org-Id header for enterprise)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 90,
      "machineReadableContent": 85,
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      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001:2022",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.cognition.ai/",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": "https://trust.cognition.ai/"
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    "healthSignals": {
      "statusPageUptimePct": 99.55
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    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "drata",
    "name": "Drata",
    "websiteUrl": "https://drata.com",
    "oneLiner": "AI-powered continuous compliance automation and GRC platform (SOC 2, ISO 27001, HIPAA) with fully quote-based, sales-led pricing.",
    "longDescription": "Drata is a privately held compliance-automation and trust-management platform founded in 2020 by Adam Markowitz, Daniel Marashlian, and Troy Markowitz, headquartered in San Francisco with additional offices in San Diego, New York, London, and Sydney. It continuously monitors 100+ security controls and automates evidence collection across frameworks like SOC 2, ISO 27001, HIPAA, GDPR, and PCI DSS, plus a Trust Center product for sharing security posture with prospects. All pricing is quote-based: the public pricing page lists no tiers or dollar amounts, only \"Get a Demo\"/\"Contact Sales\" calls to action, and the marketing site's robots.txt and llms.txt are both gated behind a Cloudflare bot challenge. Drata does publish a REST APIv2 with an OpenAPI reference and, as of 2026, an official but experimental cloud-hosted \"Drata MCP\" server for AI agents to summarize failed tests and generate compliance/risk reports.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Security Compliance Automation (GRC)",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "flat",
      "tiers": [
        {
          "name": "Custom (Contact Sales)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Continuous control monitoring",
            "Automated evidence collection",
            "Framework mapping (SOC 2, ISO 27001, HIPAA, GDPR, PCI DSS, etc.)",
            "Trust Center",
            "Drata MCP (early access)"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://drata.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "Google Cloud"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.drata.com/",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://drata.com/blog/drata-mcp-built-for-ai-native-trust-management",
      "transport": "http",
      "toolsExposed": [
        "Summarize failed compliance tests",
        "Generate real-time risk and controls reports",
        "Control mapping across frameworks",
        "Live compliance context for AI workflows"
      ],
      "resourcesExposed": [
        "Compliance controls",
        "test results",
        "risk reports"
      ],
      "authMethod": "Managed cloud-hosted authorization (scoped access boundaries)",
      "testResult": "untested"
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    "claudeSkillPublished": false,
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    "agentReadiness": {
      "overall": 33,
      "discoverability": 15,
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      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO/IEC 27001:2022",
        "HIPAA",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.drata.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "elevenlabs",
    "name": "ElevenLabs",
    "websiteUrl": "https://elevenlabs.io",
    "oneLiner": "AI voice research lab providing text-to-speech, speech-to-text, voice cloning, dubbing, and conversational voice agents via API.",
    "longDescription": "ElevenLabs is a New York-based AI voice research lab offering text-to-speech, speech-to-text, instant/professional voice cloning, dubbing, sound effects, and a conversational-agent platform, all accessible via REST/WebSocket API with official Python and JavaScript SDKs. It serves individual creators through a credit-based freemium tier up through enterprise customers needing SOC2/GDPR compliance, HIPAA-eligible configurations, SSO, and regional data residency (US/EU/India). Founded in 2022, the company has raised through a Series D (reported February 2026 at an $11B valuation) and maintains an official open-source MCP server with roughly 1,500 GitHub stars.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "Text-to-Speech, Voice Cloning & Conversational Voice Agents",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
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      "midmarket",
      "enterprise"
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    "fundingStage": "Series D",
    "totalRaisedUsd": 781000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/elevenlabs/elevenlabs-python",
    "pricing": {
      "model": "freemium",
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          "name": "Free",
          "price": 0,
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          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10,000 credits/month",
          "keyFeatures": [
            "Text-to-speech, speech-to-text, sound effects, voice design, music",
            "3 projects"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 6,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "30,000 credits/month",
          "keyFeatures": [
            "Commercial license",
            "Instant voice cloning",
            "20 projects",
            "Dubbing studio"
          ],
          "overageRate": null
        },
        {
          "name": "Creator",
          "price": 22,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "121,000 credits/month",
          "keyFeatures": [
            "Professional voice cloning",
            "Higher credit allotment"
          ],
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        },
        {
          "name": "Pro",
          "price": 99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "600,000 credits/month",
          "keyFeatures": [
            "44.1kHz PCM audio via API",
            "192kbps quality audio"
          ],
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        },
        {
          "name": "Scale",
          "price": 299,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "1.8M credits/month",
          "keyFeatures": [
            "Team collaboration",
            "3 professional voice clones"
          ],
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        },
        {
          "name": "Business",
          "price": 990,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": "6M credits/month",
          "keyFeatures": [
            "Low-latency TTS",
            "10 professional voice clones"
          ],
          "overageRate": "5 cents/minute for low-latency TTS"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Custom DPA/SLAs",
            "BAAs",
            "SSO",
            "Priority support"
          ],
          "overageRate": null
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      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://elevenlabs.io/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU",
        "India"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://elevenlabs.io/docs/api-reference/introduction",
      "sdks": [
        "Python",
        "JavaScript/Node.js",
        "Swift",
        "Kotlin/Android"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/elevenlabs/elevenlabs-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "text-to-speech",
        "speech-to-text",
        "voice cloning",
        "sound effects",
        "conversational agents"
      ],
      "resourcesExposed": [],
      "authMethod": "API key",
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/elevenlabs/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 74,
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      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 1500
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "exa",
    "name": "Exa",
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    "oneLiner": "Search engine and API built for AI agents, offering semantic web search, content retrieval, and agentic research tools.",
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    "slug": "forethought",
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    "oneLiner": "Multi-agent AI platform (Solve, Triage, Discover, QA) for enterprise customer support, acquired by Zendesk in March 2026.",
    "longDescription": "Forethought is an enterprise AI customer support platform built around a suite of purpose-built agents: Solve (omnichannel resolution), Triage (ticket classification/routing), Discover (knowledge-gap insights), and QA (quality scoring), reachable via chat, email, voice, Slack, and a headless API. Founded in 2017 in San Francisco by Deon Nicholas, Sami Ghoche, and Colm Doyle, the company raised roughly $115M through a 2025 Series D before Zendesk completed its acquisition of Forethought on March 26, 2026 to accelerate its 'Agentic Service Era' roadmap. All pricing is quote-based (Team/Professional/Enterprise tiers with no published rates), combining platform-access fees with outcome-based charges, and buying requires a sales conversation or a customized 'Proof of Value' engagement rather than self-serve signup.",
    "categorySlugs": [
      "ai-support-agents"
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    "subCategory": "Enterprise Multi-Agent Support Platform",
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            "Standard reporting"
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            "Everything in Team",
            "Triage Agent",
            "Advanced workflows",
            "Expanded channel coverage"
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            "Everything in Professional",
            "Discover Agent",
            "QA Agent",
            "Multibrand add-on",
            "Analytics API add-on",
            "Headless API"
          ],
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        "rest"
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      "docsUrl": "https://www.forethought.ai/platform",
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        "HIPAA",
        "GDPR",
        "CCPA",
        "NIST Cybersecurity Framework"
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    "slug": "freshdesk",
    "name": "Freshdesk",
    "websiteUrl": "https://www.freshworks.com/freshdesk/",
    "oneLiner": "Freshworks' omnichannel helpdesk with the Freddy AI Agent, ticketing, and self-serve portals for support teams of any size.",
    "longDescription": "Freshdesk is Freshworks' customer support product, offering ticketing, a shared inbox, self-service portals, a knowledge base, and the Freddy AI Agent/Copilot for automated resolutions and agent assistance. Originally founded in Chennai in 2010 as Freshdesk, the parent company rebranded to Freshworks (Nasdaq: FRSH, IPO 2021) in 2017 and now serves a large share of Freshworks' 74,000+ customers across 120+ countries. Pricing is fully self-serve, with a 2-agent free plan, published per-agent tiers, and a 14-day trial of the top Enterprise plan.",
    "categorySlugs": [
      "customer-support"
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    "subCategory": "Omnichannel Helpdesk & Ticketing",
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            "Customer portal",
            "Knowledge base",
            "Analytics",
            "Threads & tasks",
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          "overageRate": "$49 per additional 100 AI sessions"
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            "Multilingual helpdesk",
            "Custom dashboards",
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            "Multiple SLA policies",
            "External collaborators"
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            "Skill-based routing",
            "Sandbox",
            "Audit logs",
            "Domain/IP whitelisting",
            "SAML SSO"
          ],
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      ],
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        "Node.js",
        "PHP",
        "Python",
        "Ruby",
        "C#"
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        "SOC 1 Type II",
        "ISO/IEC 27001:2022",
        "ISO/IEC 27701:2019",
        "Cyber Essentials",
        "Cyber Essentials Plus",
        "TX-RAMP",
        "CSA STAR Level 1"
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    "slug": "front",
    "name": "Front",
    "websiteUrl": "https://www.front.com",
    "oneLiner": "Customer operations platform unifying email, chat, and social channels into a shared inbox with AI-powered automation and analytics.",
    "longDescription": "Front is a customer communication hub that consolidates email, live chat, SMS, and social messages into shared team inboxes with automation rules, analytics, and AI features (Copilot, Smart QA, Smart CSAT, Autopilot). Founded in 2013 and backed by roughly $204M in venture funding from investors including Sequoia and Salesforce Ventures, Front serves over 9,300 businesses and surpassed $100M ARR in 2025. It scales from a self-serve Starter plan for small teams up to an Enterprise tier with custom rules, roles, and bundled AI add-ons.",
    "categorySlugs": [
      "customer-support"
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            "Knowledge base"
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            "20 automation rules",
            "Advanced analytics",
            "Multiple workspaces",
            "SSO",
            "SCIM"
          ],
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        {
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          "usageIncluded": "Unlimited seats",
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            "Smart rules",
            "Unlimited macros/rules",
            "Multi-language knowledge base",
            "Custom roles",
            "Bundled AI Copilot, Smart QA, Smart CSAT"
          ],
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      "sdks": [
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    "compliance": {
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        "GDPR"
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      "encryptionAtRest": true,
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      "auditLogAvailable": "undocumented",
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      "pentestReportAvailable": "undocumented"
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    "verificationMethod": "agent_crawled"
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  {
    "slug": "github-copilot",
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    "websiteUrl": "https://github.com/features/copilot",
    "oneLiner": "GitHub's AI pair programmer, embedded across IDEs, GitHub.com, and CLI, with agentic coding, code review, and an official MCP server.",
    "longDescription": "GitHub Copilot is Microsoft/GitHub's AI coding assistant, offering inline code completions, chat, agentic coding (cloud agent, coding agent), and automated code review across VS Code, Visual Studio, JetBrains, Neovim, GitHub.com, and Copilot CLI. As of mid-2026 it runs on usage-based GitHub AI Credits across Free, Pro, Pro+, and Max individual tiers plus Business and Enterprise org tiers, and exposes a generally-available Copilot SDK plus GitHub's own official MCP server for deep platform integration. GitHub itself was founded in 2008 and has been a Microsoft subsidiary since 2018.",
    "categorySlugs": [
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    "subCategory": "IDE Plugin / Coding Assistant",
    "placementType": "organic",
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    "hqLocation": "San Francisco, CA, USA",
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      "midmarket",
      "enterprise"
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    "fundingStage": "Acquired (Microsoft, 2018)",
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          "price": 0,
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          "keyFeatures": [
            "2,000 completions per month",
            "Access to Haiku 4.5 and GPT-5 mini",
            "Copilot CLI",
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            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 10,
          "currency": "USD",
          "billingPeriod": "monthly",
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          "usageIncluded": "$15/mo in GitHub AI Credits",
          "keyFeatures": [
            "Unlimited code completions",
            "Cloud agent access",
            "Copilot code review",
            "3rd-party agents (incl. Claude Code)",
            "Model selection"
          ],
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        },
        {
          "name": "Pro+",
          "price": 39,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "$70/mo in GitHub AI Credits (4x+ Pro)",
          "keyFeatures": [
            "Premium models incl. Claude Opus",
            "Audit logs",
            "4x+ usage vs Pro"
          ],
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        },
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          "name": "Max",
          "price": 100,
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          "billingPeriod": "monthly",
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          "usageIncluded": "$200/mo in GitHub AI Credits (2.9x+ Pro+)",
          "keyFeatures": [
            "Priority access to new models",
            "2.9x+ usage vs Pro+",
            "Sustained high-volume agent workflows"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Business",
          "price": 19,
          "currency": "USD",
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          "seatsIncluded": null,
          "usageIncluded": "Pooled GitHub AI Credits at billing-entity level",
          "keyFeatures": [
            "Organizational license management",
            "Policy controls",
            "IP indemnity",
            "SAML SSO"
          ],
          "overageRate": "Usage-based beyond included credits"
        },
        {
          "name": "Enterprise",
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          "usageIncluded": "Pooled GitHub AI Credits at billing-entity level",
          "keyFeatures": [
            "Codebase indexing / knowledge bases",
            "Custom private models",
            "Audit logs",
            "IP indemnity",
            "Org-wide policy controls"
          ],
          "overageRate": "Usage-based beyond included credits"
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      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://github.com/features/copilot/plans",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
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    "deployment": {
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        "cloud",
        "hybrid"
      ],
      "supportedClouds": [
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.github.com/en/copilot/how-tos/copilot-sdk",
      "sdks": [
        "TypeScript",
        "Python",
        "Go",
        ".NET",
        "Java",
        "Rust"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/github/github-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "repositories",
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        "code_scanning",
        "secret_scanning",
        "dependabot",
        "discussions",
        "notifications",
        "projects",
        "gists",
        "organizations"
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        "repository_content",
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      "authMethod": "OAuth / Personal Access Token",
      "testResult": "untested"
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    "claudeSkillPublished": false,
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    "agentReadiness": {
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      "certs": [
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        "FedRAMP (GitHub Enterprise Cloud, LI-SaaS)"
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      "auditLogAvailable": true,
      "trustCenterUrl": "https://copilot.github.trust.page/",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {
      "thirdPartyRatingSnapshot": {
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  {
    "slug": "gitlab",
    "name": "GitLab",
    "websiteUrl": "https://about.gitlab.com",
    "oneLiner": "DevSecOps platform for source control, CI/CD, security scanning, and AI-assisted development, self-hosted or SaaS.",
    "longDescription": "GitLab is a single-application DevSecOps platform spanning source code management, CI/CD, application security testing, and value stream management, available as SaaS on GitLab.com or fully self-managed/dedicated for on-prem and air-gapped deployments. Founded in 2011 (originally by Dmitriy Zaporozhets) and operating as an all-remote company legally headquartered in San Francisco, GitLab went public on Nasdaq (GTLB) in October 2021. Its Community Edition core is open source (MIT license), with Free, Premium, and Ultimate tiers priced per user/month and an in-product GitLab Duo MCP server exposing project, issue, and merge request data to AI agents.",
    "categorySlugs": [
      "devops-observability"
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    "subCategory": "CI/CD & DevSecOps",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "San Francisco, CA, USA (all-remote company)",
    "companySizeFit": [
      "startup",
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      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (Nasdaq: GTLB, IPO 2021)",
    "isOpenSource": true,
    "githubRepoUrl": "https://gitlab.com/gitlab-org/gitlab",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "400 compute minutes/month, 10 GiB storage",
          "keyFeatures": [
            "Source code management & CI/CD",
            "No credit card required",
            "Group-level features"
          ],
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        },
        {
          "name": "Premium",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "annual",
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          "usageIncluded": "10,000 compute minutes/month",
          "keyFeatures": [
            "Unlimited licensed users",
            "Advanced CI/CD",
            "Team project management",
            "SLA management, priority support",
            "SAML SSO (GitLab.com groups)"
          ],
          "overageRate": "GitLab Credits, $1/credit"
        },
        {
          "name": "Ultimate",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "50,000 compute minutes/month",
          "keyFeatures": [
            "Application security testing",
            "Software supply chain security",
            "Vulnerability management",
            "Compliance and governance"
          ],
          "overageRate": "GitLab Credits, $1/credit"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 60,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://about.gitlab.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql"
      ],
      "openapiSpecUrl": "https://docs.gitlab.com/api/openapi/",
      "docsUrl": "https://docs.gitlab.com/api/rest/",
      "sdks": [
        "GitLab CLI (glab)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "project information retrieval",
        "issues and merge requests",
        "GitLab API operations"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0 Dynamic Client Registration",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 80,
      "discoverability": 70,
      "machineReadableContent": 85,
      "programmaticAccess": 85,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 70,
      "transparency": 90,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO/IEC 27001",
        "ISO/IEC 27017",
        "ISO/IEC 27018",
        "GDPR",
        "PCI DSS",
        "CSA STAR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.gitlab.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 24500,
      "githubReleaseCadencePerMonth": 1
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "gong",
    "name": "Gong",
    "websiteUrl": "https://www.gong.io",
    "oneLiner": "Revenue intelligence platform that captures sales calls and meetings to surface deal risk, forecasting, and coaching insights.",
    "longDescription": "Gong is a Revenue AI OS founded in 2015 by Amit Bendov and Eilon Reshef, headquartered in San Francisco, that records and analyzes customer conversations to power pipeline forecasting, deal risk detection, coaching, and automated agent workflows (Gong Engage, Forecast, Enable, Agents). It raised a $250M Series E in 2021 led by Franklin Templeton at a $7.25B valuation, bringing total funding to roughly $584M, and serves 5,000+ mostly mid-market and enterprise revenue teams. Gong publishes a documented REST API (api.gong.io/v2) but keeps all pricing custom and sales-gated, with no self-serve checkout and no published MCP server.",
    "categorySlugs": [
      "ai-meeting-assistants"
    ],
    "subCategory": "Revenue Intelligence & Conversation Analytics",
    "placementType": "organic",
    "foundedYear": 2015,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series E",
    "totalRaisedUsd": 584000000,
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Custom (Team/Enterprise)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Conversation recording & transcription",
            "Deal Intelligence & forecasting",
            "Pipeline risk detection",
            "AI coaching (Gong Enable)",
            "Revenue Graph data integration",
            "AI agents for follow-ups & forecast updates"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.gong.io/pricing/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://help.gong.io/apidocs/introduction-2",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 37,
      "discoverability": 45,
      "machineReadableContent": 40,
      "programmaticAccess": 65,
      "mcpAgentSupport": 10,
      "selfServeTransactability": 15,
      "transparency": 45,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27017:2015",
        "ISO 27018:2019",
        "ISO 27701",
        "ISO 42001:2023",
        "HIPAA",
        "PCI DSS",
        "CSA STAR Level 1"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.gong.io/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "gorgias",
    "name": "Gorgias",
    "websiteUrl": "https://www.gorgias.com",
    "oneLiner": "AI-native helpdesk built for ecommerce brands, unifying support channels with an AI Agent that autonomously resolves conversations.",
    "longDescription": "Gorgias is a helpdesk and AI customer service platform purpose-built for ecommerce, deeply integrated with Shopify and other commerce platforms, unifying email, chat, social, and voice into one inbox. Founded in 2015 in Paris by Alex Plugaru and Romain Lapeyre, it has raised roughly $100M (including a 2022 Series C) and serves over 16,000 merchants, powering support for a large share of Shopify brands. Pricing scales by ticket volume (never per agent) across Starter through Advanced plans, plus a usage-based AI Agent add-on billed only on resolved conversations.",
    "categorySlugs": [
      "customer-support"
    ],
    "subCategory": "AI Helpdesk for Ecommerce",
    "placementType": "organic",
    "foundedYear": 2015,
    "hqLocation": "Paris, France",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 100000000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Starter",
          "price": 10,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "50 billable tickets/month",
          "keyFeatures": [
            "Intent & sentiment detection",
            "Chat campaigns",
            "Rule templates"
          ],
          "overageRate": "Usage-based per AI Agent resolution (rate not publicly disclosed)"
        },
        {
          "name": "Basic",
          "price": 60,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "300 billable tickets/month",
          "keyFeatures": [
            "Unlimited users",
            "Live chat",
            "Team management",
            "Up to 150 integrations"
          ],
          "overageRate": "Usage-based per AI Agent resolution (rate not publicly disclosed)"
        },
        {
          "name": "Pro",
          "price": 360,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2,000 billable tickets/month",
          "keyFeatures": [
            "Phone support (up to 3 numbers)",
            "Lite onboarding",
            "Revenue statistics"
          ],
          "overageRate": "Usage-based per AI Agent resolution (rate not publicly disclosed)"
        },
        {
          "name": "Advanced",
          "price": 900,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "5,000 billable tickets/month",
          "keyFeatures": [
            "Dedicated success manager"
          ],
          "overageRate": "Usage-based per AI Agent resolution (rate not publicly disclosed)"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": 500,
          "usageIncluded": "Custom ticket volumes",
          "keyFeatures": [
            "Custom services and pricing",
            "Up to 500 user seats"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.gorgias.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "Google Cloud Platform"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.gorgias.com/",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 60,
      "discoverability": 62,
      "machineReadableContent": 72,
      "programmaticAccess": 78,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 75,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA (supported)"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.gorgias.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.9
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "grafana-labs",
    "name": "Grafana (Grafana Labs)",
    "websiteUrl": "https://grafana.com",
    "oneLiner": "Open-source observability platform for dashboards, metrics, logs, and traces, available self-hosted or as managed Grafana Cloud.",
    "longDescription": "Grafana is an open-source data visualization and observability platform for querying, alerting on, and understanding metrics, logs, and traces from any data source, offered both as free self-managed software and as the fully-managed Grafana Cloud (with Enterprise, Federal Cloud, and BYOC options). Grafana Labs was founded in 2014 in New York City, and reached a roughly $6B valuation through a Series E round backed by investors including GIC and Lightspeed. The company publishes an official MCP server (mcp-grafana) enabling AI agents to query dashboards, datasources, and alerts directly.",
    "categorySlugs": [
      "devops-observability"
    ],
    "subCategory": "Observability & Visualization",
    "placementType": "organic",
    "foundedYear": 2014,
    "hqLocation": "New York City, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series E",
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/grafana/grafana",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "10k metrics series, 50GB logs/traces/profiles, 14-day retention",
          "keyFeatures": [
            "Community support",
            "3 active users",
            "500 virtual user hours k6 testing",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 19,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Pay-as-you-go above free limits",
          "keyFeatures": [
            "8x5 email support",
            "13-month metrics retention, 30-day logs/traces retention",
            "Automatic volume discounts"
          ],
          "overageRate": "$6.50/1k metric series, $0.05-0.40/GB logs/traces"
        },
        {
          "name": "Enterprise",
          "price": 25000,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom retention",
            "Premium support",
            "Public Cloud, Federal Cloud, or Bring Your Own Cloud (BYOC)",
            "Self-managed Enterprise plugins & security"
          ],
          "overageRate": null
        },
        {
          "name": "Open Source (Self-Hosted)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited (self-hosted)",
          "keyFeatures": [
            "AGPLv3-licensed core",
            "Full dashboarding/alerting/visualization",
            "Self-managed on any infrastructure"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://grafana.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://grafana.com/docs/grafana/latest/developers/http_api/",
      "sdks": [
        "Go",
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/grafana/mcp-grafana",
      "transport": "stdio",
      "toolsExposed": [
        "dashboard search/retrieve/update",
        "datasource listing and queries (PromQL, LogQL, SQL, CloudWatch)",
        "alerting management",
        "incident management",
        "OnCall schedules",
        "annotations",
        "admin/RBAC"
      ],
      "resourcesExposed": [],
      "authMethod": "Grafana service account token or username/password",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 65,
      "machineReadableContent": 85,
      "programmaticAccess": 90,
      "mcpAgentSupport": 90,
      "selfServeTransactability": 75,
      "transparency": 90,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO/IEC 27001",
        "ISO 22301",
        "PCI DSS v4.0.1",
        "GDPR",
        "FedRAMP High",
        "TX-RAMP Level 2",
        "TISAX",
        "CSA STAR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.grafana.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 75800,
      "githubReleaseCadencePerMonth": 3
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "grammarly",
    "name": "Grammarly",
    "websiteUrl": "https://www.grammarly.com",
    "oneLiner": "AI writing assistant that checks grammar, tone, and style, and generates AI text across browsers, docs, email, and enterprise apps.",
    "longDescription": "Grammarly, founded in 2009 by Max Lytvyn, Alex Shevchenko, and Dmytro Lider, is a widely used AI writing assistant offering spelling/grammar correction, tone detection, full-sentence rewriting, and generative AI prompts via browser extensions, a desktop app, and integrations across 1M+ apps and sites. In 2025 the company acquired Coda and Superhuman Mail and rebranded its parent organization as Superhuman, positioning Grammarly as one product within a broader AI-native productivity platform. Enterprise customers get SAML SSO, SCIM, BYOK encryption, custom style guides, and a developer REST API (Analytics, License Management, Writing Score, AI/plagiarism detection) authenticated via OAuth 2.0.",
    "categorySlugs": [
      "ai-writing-assistants"
    ],
    "subCategory": "AI Writing & Grammar Assistant",
    "placementType": "organic",
    "foundedYear": 2009,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "100 AI prompts/month",
          "keyFeatures": [
            "Spelling/grammar/punctuation checks",
            "Tone detection",
            "100 AI prompts per month",
            "Browser extension & desktop app"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "2,000 AI prompts/month; $30/month if billed monthly instead of annually",
          "keyFeatures": [
            "Full-sentence rewrites",
            "Tone adjustment",
            "Plagiarism & AI detection",
            "2,000 AI prompts/month",
            "For individuals or teams of 2-149 members"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited AI prompts",
          "keyFeatures": [
            "Proactive AI assistant/agents (via Superhuman Go)",
            "BYOK encryption",
            "SAML SSO",
            "SCIM",
            "Custom roles & permissions",
            "Data loss prevention",
            "Audit logs API",
            "Unlimited style guides/brand tones",
            "ROI reporting"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.grammarly.com/plans",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.grammarly.com",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 53,
      "discoverability": 70,
      "machineReadableContent": 60,
      "programmaticAccess": 55,
      "mcpAgentSupport": 10,
      "selfServeTransactability": 65,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "SOC 3",
        "ISO/IEC 27001:2022",
        "ISO/IEC 27018:2019",
        "ISO/IEC 27017:2015",
        "ISO/IEC 27701:2019",
        "ISO/IEC 42001:2023",
        "PCI DSS"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.grammarly.com/trust",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "granola",
    "name": "Granola",
    "websiteUrl": "https://www.granola.ai",
    "oneLiner": "AI notepad that turns live meeting audio into structured, shareable notes without a bot joining the call.",
    "longDescription": "Granola is an AI notepad, founded in 2023 by Chris Pedregal and Sam Stephenson and headquartered in London, that transcribes meeting audio directly from the user's computer (no recording bot) and enhances raw notes into structured summaries, action items, and briefs. It raised a $125M Series C in 2025 at a $1.5B valuation (roughly $192M raised to date), with customers including Vanta, Gusto, Thumbtack, and Asana. Granola ships a public REST API and an official hosted MCP server (mcp.granola.ai) so AI agents can query meeting notes and transcripts directly, and sells Basic and Business plans self-serve while Enterprise (SSO, SCIM, admin controls) requires talking to sales.",
    "categorySlugs": [
      "ai-meeting-assistants"
    ],
    "subCategory": "AI Meeting Notes & Note-Taking",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 192000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Basic",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Limited meeting note history (~30 days)",
          "keyFeatures": [
            "AI meeting notes",
            "AI chat",
            "Shared folders",
            "Customized templates",
            "Multi-language support",
            "Opt out of model training"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 14,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited meeting notes/history",
          "keyFeatures": [
            "Everything in Basic",
            "Advanced AI models",
            "Integrations (Attio, Notion, Slack, HubSpot, Affinity, Zapier)",
            "Centralized billing",
            "MCP integration",
            "API access"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": 35,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Business",
            "SSO/SAML",
            "SCIM provisioning",
            "Org-wide auto-deletion",
            "Admin controls for sharing/API",
            "Priority support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.granola.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.granola.ai/introduction",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "query_granola_meetings",
        "list_meeting_folders",
        "list_meetings",
        "get_meetings",
        "get_meeting_transcript",
        "get_account_info"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0 (browser-based, Dynamic Client Registration)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 77,
      "discoverability": 75,
      "machineReadableContent": 80,
      "programmaticAccess": 80,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 65,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.granola.ai/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "gretel",
    "name": "Gretel",
    "websiteUrl": "https://gretel.ai",
    "oneLiner": "Synthetic data generation platform founded in 2019, acquired by NVIDIA in March 2025 and folded into NVIDIA's NeMo generative AI stack.",
    "longDescription": "Gretel was a San Diego-based synthetic data platform offering APIs and SDKs (gretel-synthetics, gretel-python-client, Gretel Trainer) for generating privacy-safe tabular, text, and time-series data with differential privacy. NVIDIA acquired Gretel in March 2025 for a sum reportedly exceeding its ~$320M last valuation, folding its roughly 80-person team and technology into NVIDIA's generative AI/NeMo product suite. As of this research, gretel.ai redirects to an NVIDIA NeMo synthetic-data-for-agentic-AI page, the docs.gretel.ai and console.gretel.ai subdomains no longer resolve, and the gretelai GitHub organization was archived on 2026-02-18 — meaning Gretel no longer exists as an independently purchasable product.",
    "categorySlugs": [
      "synthetic-data-labeling"
    ],
    "subCategory": "Synthetic Data Generation",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "San Diego, CA, USA",
    "companySizeFit": [],
    "fundingStage": "Acquired",
    "totalRaisedUsd": 67000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/gretelai/gretel-synthetics",
    "pricing": {
      "model": "usage_based",
      "tiers": [],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.nvidia.com/en-us/use-cases/synthetic-data-generation-for-agentic-ai/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 14,
      "discoverability": 20,
      "machineReadableContent": 10,
      "programmaticAccess": 10,
      "mcpAgentSupport": 0,
      "selfServeTransactability": 5,
      "transparency": 30,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 684
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "groq",
    "name": "Groq",
    "websiteUrl": "https://groq.com",
    "oneLiner": "Ultra-fast LLM inference on custom LPU chips, delivered via a self-serve token-priced cloud API.",
    "longDescription": "Groq designs custom Language Processing Units (LPUs) and runs GroqCloud, a self-serve inference API offering ultra-low-latency token generation for open models like Llama, GPT-OSS, and Qwen. Founded in 2016 in Mountain View, California by former Google TPU architect Jonathan Ross, Groq also offers GroqRack for on-premises deployment in regulated or air-gapped environments. The company has raised billions across multiple rounds, including a $640M Series D in 2024 at a $2.8B valuation, and a reported Series E in 2025.",
    "categorySlugs": [
      "model-hosting-inference"
    ],
    "subCategory": "LLM Inference / Custom AI Accelerators",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "Mountain View, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series E",
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Rate-limited access to hosted models",
          "keyFeatures": [
            "Free API key, no credit card required",
            "Access to hosted OSS + Llama/Qwen models",
            "Community support"
          ],
          "overageRate": null
        },
        {
          "name": "Pay-As-You-Go (On Demand)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Per-million-token pricing, varies by model",
          "keyFeatures": [
            "Llama 3.1 8B: $0.05/$0.08 per M input/output tokens",
            "GPT OSS 120B: $0.15/$0.60 per M tokens",
            "Llama 3.3 70B: $0.59/$0.79 per M tokens",
            "Whisper speech-to-text: $0.04-$0.111/hour",
            "TTS: $22-$40 per M characters",
            "Batch API: 50% discount"
          ],
          "overageRate": "Linear per-token/per-hour metered billing"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom/fine-tuned models, LoRA fine-tunes",
            "Regional endpoint selection",
            "Dedicated/scalable capacity",
            "GroqRack on-prem deployment",
            "Dedicated support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://groq.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "on_prem"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "Regional endpoint selection (Enterprise, multiple global regions)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://console.groq.com/docs/quickstart",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/groq/groq-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "chat/LLM inference",
        "text-to-speech",
        "speech-to-text/transcription",
        "vision/image analysis",
        "batch processing",
        "compound-beta agentic tools (web search, code execution)"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (GROQ_API_KEY)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 75,
      "discoverability": 55,
      "machineReadableContent": 75,
      "programmaticAccess": 90,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 80,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "HIPAA",
        "GDPR"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.groq.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 614,
      "statusPageUptimePct": 100
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "gusto",
    "name": "Gusto",
    "websiteUrl": "https://gusto.com",
    "oneLiner": "Self-serve payroll, benefits, and HR platform for small businesses, with published per-tier pricing and an embedded payroll API.",
    "longDescription": "Gusto is a people platform built for small and growing businesses that combines payroll, benefits administration, and HR tools in a single self-serve product. Founded in 2011 (originally as ZenPayroll) and headquartered in San Francisco, Gusto has grown to serve more than 500,000 businesses and reached a $9.3B valuation by mid-2025. Beyond its core SMB product, Gusto offers Gusto Embedded, a developer-facing payroll API with self-serve sandbox access, official SDKs in multiple languages, and a beta MCP server for AI coding assistants.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "Payroll, Benefits & HR for SMBs",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "fundingStage": "Series D",
    "totalRaisedUsd": 746000000,
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Simple",
          "price": 6,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee, plus $49/month base fee",
          "keyFeatures": [
            "Single-state payroll",
            "Unlimited payroll runs",
            "Federal & state tax filings",
            "Basic PTO tracking"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee, plus $80/month base fee",
          "keyFeatures": [
            "Multi-state payroll",
            "Next-day direct deposit",
            "Time tracking",
            "Everything in Simple"
          ],
          "overageRate": null
        },
        {
          "name": "Premium",
          "price": 22,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee, plus $180/month base fee",
          "keyFeatures": [
            "Dedicated Service Advisor",
            "Certified HR experts",
            "Performance & compensation management",
            "Custom reports",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Pay Myself (Contractor Only)",
          "price": 6,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per contractor, plus $35/month base fee (promotional $0/mo for first 6 months at time of research)",
          "keyFeatures": [
            "Domestic contractor payments",
            "4-day pay",
            "1099 filing"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://gusto.com/product/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "United States"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.gusto.com/",
      "sdks": [
        "TypeScript",
        "Python",
        "Ruby",
        "Java",
        "C#"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://docs.gusto.com/embedded-payroll/docs/dev-assistant-mcp",
      "transport": "sse",
      "toolsExposed": [
        "API reference search",
        "documentation search",
        "code snippet generation"
      ],
      "resourcesExposed": [],
      "authMethod": "not specified (hosted docs-assistant, beta)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 81,
      "discoverability": 80,
      "machineReadableContent": 85,
      "programmaticAccess": 85,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 85,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1",
        "SOC 2",
        "HIPAA"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://gusto.com/security",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "Capterra",
        "rating": 4.6,
        "reviewCount": 4137,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "helicone",
    "name": "Helicone",
    "websiteUrl": "https://www.helicone.ai",
    "oneLiner": "Open-source LLM observability platform and AI gateway for monitoring, evaluating, and optimizing LLM apps.",
    "longDescription": "Helicone is a YC-backed (W23), open-source LLM observability platform and AI gateway that lets developers monitor cost, latency, and usage across 300+ models with a single line of code. It offers an OpenAI-compatible gateway, request/session logging, evals, and prompt experimentation, and can be run as a managed cloud service or self-hosted via Docker. Helicone is Apache-2.0 licensed with an active GitHub community.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Observability & AI Gateway",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Seed",
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/Helicone/helicone",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Hobby",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10,000 requests/month, 1 GB storage, 7-day retention",
          "keyFeatures": [
            "1 organization",
            "7-day data retention",
            "10 logs/min ingestion"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 79,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "First 10,000 requests included, then usage-based",
          "keyFeatures": [
            "Unlimited seats",
            "Alerts & reports",
            "HQL query language",
            "1-month retention",
            "1,000 logs/min ingestion"
          ],
          "overageRate": "Usage-based per-request pricing beyond included volume (exact rate not published)"
        },
        {
          "name": "Team",
          "price": 799,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "3-month retention, 15,000 logs/min ingestion",
          "keyFeatures": [
            "Everything in Pro",
            "5 organizations",
            "SOC 2 & HIPAA compliance",
            "Dedicated Slack channel"
          ],
          "overageRate": "Usage-based per-request pricing beyond included volume (exact rate not published)"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Forever retention, 30,000 logs/min ingestion",
          "keyFeatures": [
            "Custom MSA",
            "SAML SSO",
            "On-premises deployment",
            "Bulk cloud discounts"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 7,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.helicone.ai/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.helicone.ai",
      "sdks": [
        "Python",
        "TypeScript/JavaScript"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/Helicone/helicone/tree/main/helicone-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "use_ai_gateway",
        "query_requests",
        "query_sessions"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (HELICONE_API_KEY)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 85,
      "discoverability": 85,
      "machineReadableContent": 88,
      "programmaticAccess": 95,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 85,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.helicone.ai/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 5998,
      "statusPageUptimePct": 99.99
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "help-scout",
    "name": "Help Scout",
    "websiteUrl": "https://www.helpscout.com",
    "oneLiner": "Shared-inbox help desk with AI drafts, docs/knowledge base, and live chat built for small and mid-sized support teams.",
    "longDescription": "Help Scout is a customer support platform combining a shared team inbox, AI-assisted reply drafting, a public knowledge base (Docs), live chat (Beacon), and reporting. Founded in 2011 in Boston and organized as a public benefit corporation, it targets growing SMB and mid-market teams rather than large call-center-scale operations. Its top Pro tier adds SSO/SAML and HIPAA support for regulated customers, while lower tiers are fully self-serve.",
    "categorySlugs": [
      "customer-support"
    ],
    "subCategory": "Shared Inbox / Help Desk",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "Boston, MA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "1 inbox, 1 knowledge base site",
          "keyFeatures": [
            "Up to 5 users",
            "1 shared inbox",
            "1 knowledge base site",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 25,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 25,
          "usageIncluded": "2 inboxes (additional $10/mo each)",
          "keyFeatures": [
            "Live chat",
            "Instagram, Messenger, WhatsApp channels",
            "1 basic SLA policy",
            "Basic workflows",
            "Multiple knowledge bases"
          ],
          "overageRate": "$10/mo per additional inbox"
        },
        {
          "name": "Plus",
          "price": 45,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 50,
          "usageIncluded": "5 inboxes (additional $10/mo each)",
          "keyFeatures": [
            "Advanced workflows",
            "2 advanced SLA policies",
            "Unlimited AI drafts",
            "Round robin routing",
            "Salesforce, Jira, HubSpot integrations"
          ],
          "overageRate": "$10/mo per additional inbox"
        },
        {
          "name": "Pro",
          "price": 75,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10 inboxes (additional $10/mo each); minimum 10 users; up to 50 light users",
          "keyFeatures": [
            "Unlimited users (10 min)",
            "Unlimited workflows and SLA policies",
            "SSO/SAML",
            "HIPAA compliance (BAA)",
            "Dedicated onboarding and strategic account manager"
          ],
          "overageRate": "$10/mo per additional inbox"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 15,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.helpscout.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.helpscout.com/",
      "sdks": [
        "JavaScript"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 65,
      "discoverability": 65,
      "machineReadableContent": 70,
      "programmaticAccess": 75,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 80,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA (BAA available on Pro plan)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.helpscout.com/company/security/",
      "pentestReportAvailable": true,
      "subProcessorListUrl": "https://www.helpscout.com/company/legal/sub-processors/"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.99
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "heygen",
    "name": "HeyGen",
    "websiteUrl": "https://www.heygen.com",
    "oneLiner": "AI video generation platform for creating avatar-led videos, translations, and interactive video agents.",
    "longDescription": "HeyGen is a Los Angeles-based AI video generation company founded in 2020 by Joshua Xu and Wayne Liang, known for photorealistic digital avatars, video translation with lip-sync, and voice cloning. It reached a $500 million valuation after a $60 million funding round led by Benchmark in 2024. HeyGen offers a credit-based REST API and an official hosted MCP server, making it one of the more agent-accessible vendors in the category.",
    "categorySlugs": [
      "video-generation-ai"
    ],
    "subCategory": "AI avatar video generation",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "Los Angeles, California, United States",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3 videos/month, up to 1 min each",
          "keyFeatures": [
            "1 Custom Digital Twin",
            "30+ languages",
            "500+ stock avatars",
            "Avatar IV access",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Creator",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "600 credits/month, videos up to 30 min",
          "keyFeatures": [
            "Unlimited photo avatars",
            "Voice cloning",
            "175+ languages",
            "Watermark removal",
            "Credit rollover",
            "$24/mo if billed annually"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 49,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "1,000 credits/month, videos up to 30 min, 4K export",
          "keyFeatures": [
            "All advanced AI models",
            "Edit/proofread translations",
            "Everything in Creator",
            "Lower price with annual billing"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 149,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1,500 credits/month, videos up to 60 min",
          "keyFeatures": [
            "5 Custom Digital Twins",
            "SAML/SSO",
            "Centralized billing",
            "Interactive video",
            "SCORM export",
            "LMS integrations",
            "$20/seat/month for additional members"
          ],
          "overageRate": "$20/seat/month additional team members"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "No maximum video duration",
          "keyFeatures": [
            "Multi-workspace control",
            "Proofreader seats",
            "Enterprise-grade security",
            "SCIM provisioning",
            "Dedicated success manager",
            "Invoice billing"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.heygen.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.heygen.com/docs/quick-start",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "Video Agent session management",
        "Video create/list/retrieve/delete",
        "Templates list/retrieve/generate",
        "Voice list/design/clone/synthesize",
        "Audio semantic search",
        "Video translation with lip-sync",
        "AI clipping",
        "Batch operations",
        "User & avatar management",
        "Asset upload/storage",
        "Lipsync",
        "Brand kit management"
      ],
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      "authMethod": "OAuth",
      "testResult": "untested"
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    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
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      "overall": 73,
      "discoverability": 72,
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      "mcpAgentSupport": 90,
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      "transparency": 78,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR",
        "CCPA",
        "EU-US Data Privacy Framework"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.heygen.com/security",
      "pentestReportAvailable": true,
      "subProcessorListUrl": "https://security.heygen.com/"
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    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "hubspot-crm",
    "name": "HubSpot CRM (Sales Hub)",
    "websiteUrl": "https://www.hubspot.com",
    "oneLiner": "Free-to-start CRM with self-serve Sales Hub tiers, an AI-native product line, and an official hosted MCP server for AI agents.",
    "longDescription": "HubSpot CRM is a free, permanent CRM (up to 2 users) that upsells into Sales Hub's Starter, Professional, and Enterprise tiers for pipeline management, sequencing, forecasting, and coaching. Starter and Professional can be bought entirely self-serve online; Enterprise is sold via a sales conversation and adds SAML SSO, advanced permissions, and higher AI-credit allowances. HubSpot exposes a versioned REST API with official Node.js/Python/PHP/Ruby SDKs, EU (Frankfurt) data residency, and an official hosted MCP server (mcp.hubspot.com, OAuth 2.1/PKCE) exposing CRM search/read/write tools to AI agents. Founded in 2006 and headquartered in Cambridge, MA, HubSpot trades publicly as NYSE: HUBS.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "SMB / Mid-Market CRM & Sales Engagement",
    "placementType": "organic",
    "foundedYear": 2006,
    "hqLocation": "Cambridge, MA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: HUBS)",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": "500 calling minutes",
          "keyFeatures": [
            "Contact & deal management",
            "Live chat",
            "Breeze AI assistant",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "$7/seat/mo if billed annually",
            "Up to 5,000 snippets / 10,000 templates",
            "2 deal pipelines",
            "Meeting scheduling",
            "Branding removed"
          ],
          "overageRate": null
        },
        {
          "name": "Professional",
          "price": 100,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3,000 HubSpot AI credits",
          "keyFeatures": [
            "$90/seat/mo if billed annually",
            "$1,500 one-time onboarding fee",
            "15 pipelines",
            "Conversation intelligence"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": 150,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "5,000 HubSpot AI credits",
          "keyFeatures": [
            "$3,500 one-time onboarding fee",
            "100 pipelines",
            "Team forecasting",
            "SAML SSO with any IdP"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.hubspot.com/pricing/sales",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU (Frankfurt, Germany)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.hubspot.com/docs/api/overview",
      "sdks": [
        "Node.js",
        "Python",
        "PHP",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "search_crm_objects",
        "get_crm_objects",
        "search_properties",
        "get_properties",
        "search_owners",
        "get_user_details",
        "get_campaign_contacts_by_type",
        "get_campaign_analytics",
        "get_campaign_asset_types",
        "get_campaign_asset_metrics",
        "submit_feedback",
        "manage_crm_objects"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.1 with PKCE",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 79,
      "discoverability": 72,
      "machineReadableContent": 75,
      "programmaticAccess": 85,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 75,
      "transparency": 82,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1 Type II",
        "SOC 2 Type II",
        "SOC 3",
        "HIPAA",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.hubspot.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "Software Advice",
        "rating": 4.5,
        "reviewCount": 502,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "hubspot-marketing-hub",
    "name": "HubSpot Marketing Hub",
    "websiteUrl": "https://www.hubspot.com/products/marketing",
    "oneLiner": "All-in-one marketing automation and CRM suite from HubSpot covering email, forms, ads, SEO, and reporting for startups through enterprise.",
    "longDescription": "Marketing Hub is HubSpot's marketing automation product, part of the broader HubSpot CRM platform, offering email marketing, landing pages/forms, automation workflows, ad management, SEO, and reporting. It scales from a permanent free tier through Starter, Professional, and Enterprise plans, with higher tiers requiring a sales conversation and mandatory onboarding fees. HubSpot is publicly traded (NASDAQ: HUBS), founded in 2006, and serves roughly 299,000 customers worldwide.",
    "categorySlugs": [
      "marketing-automation"
    ],
    "subCategory": "All-in-One Marketing Automation Platform (CRM Suite)",
    "placementType": "organic",
    "foundedYear": 2006,
    "hqLocation": "Cambridge, MA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NASDAQ: HUBS, IPO 2014)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": "Basic marketing contacts",
          "keyFeatures": [
            "No credit card required",
            "Email marketing",
            "Forms",
            "Basic ad management",
            "Basic reporting"
          ],
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        },
        {
          "name": "Starter",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "1,000 marketing contacts; 500 HubSpot Credits",
          "keyFeatures": [
            "Per-seat pricing (~$7/mo/seat with annual billing per promo)",
            "Email marketing & automation",
            "Landing pages",
            "Live chat",
            "Removes HubSpot branding",
            "Self-serve checkout"
          ],
          "overageRate": "Additional marketing contacts billed per contact tier"
        },
        {
          "name": "Professional",
          "price": 890,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "2,000 marketing contacts; 3,000 HubSpot Credits",
          "keyFeatures": [
            "$800/mo with annual commitment",
            "Omni-channel marketing automation",
            "Advanced reporting & attribution",
            "AI content assistants",
            "One-time $3,000 onboarding fee required",
            "Talk to Sales checkout"
          ],
          "overageRate": "Additional seats $45/mo; additional contacts billed per tier"
        },
        {
          "name": "Enterprise",
          "price": 3600,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "10,000 marketing contacts; 5,000 HubSpot Credits",
          "keyFeatures": [
            "Advanced governance & permissions",
            "Custom reporting",
            "One-time $7,000 onboarding fee required",
            "Talk to Sales checkout only"
          ],
          "overageRate": "Additional seats $75/mo; additional contacts billed per tier"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 28,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.hubspot.com/pricing/marketing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.hubspot.com/docs/api/overview",
      "sdks": [
        "Node.js",
        "Python",
        "PHP",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 54,
      "discoverability": 65,
      "machineReadableContent": 55,
      "programmaticAccess": 80,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 40,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "SOC 3",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://legal.hubspot.com/security",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "humanloop",
    "name": "Humanloop",
    "websiteUrl": "https://humanloop.com",
    "oneLiner": "LLM evaluation and observability platform (prompt management, evals, monitoring) — sunset in Sept 2025 after Anthropic acqui-hire.",
    "longDescription": "Humanloop was an enterprise platform for prompt engineering, LLM-as-judge and human evaluation, and production monitoring of LLM applications, offering VPC/on-prem deployment, SSO/SAML, and SOC 2/HIPAA/GDPR compliance. In August 2025 Anthropic acqui-hired Humanloop's founding team and most of its engineering staff (without acquiring the company's IP), and the standalone platform was sunset around September 8, 2025, with its concepts reappearing as the Evaluations/Workbench tooling inside the Anthropic Console. Founded in London in 2020, Humanloop had raised roughly $7.9M in seed funding prior to the wind-down.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Evals & Observability",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Seed (acqui-hired by Anthropic, 2025; platform sunset)",
    "totalRaisedUsd": 7900000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": "50 eval runs, 10k logs/month",
          "keyFeatures": [
            "Prompt playground",
            "Prompt versioning",
            "Basic evaluation",
            "Basic monitoring"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Unlimited projects",
            "SSO + SAML",
            "Role-based access control",
            "VPC / on-prem deployment",
            "SOC 2 Type II, HIPAA BAAs, GDPR",
            "Dedicated Slack support with SLA"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://humanloop.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://humanloop.com/docs",
      "sdks": [
        "Python",
        "TypeScript/JavaScript"
      ]
    },
    "mcp": {
      "hasServer": false,
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 33,
      "discoverability": 75,
      "machineReadableContent": 55,
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      "transparency": 50,
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    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR",
        "HIPAA (BAA available)"
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      "encryptionAtRest": true,
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      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
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  {
    "slug": "ideogram",
    "name": "Ideogram",
    "websiteUrl": "https://ideogram.ai",
    "oneLiner": "Text-to-image AI platform known for accurate in-image text rendering, with a freemium web app, self-serve API, and an open-weight Ideogram 4 model.",
    "longDescription": "Ideogram is a Toronto-founded generative AI startup specializing in text-to-image generation with industry-leading in-image typography, founded in 2022 by ex-Google Brain/Imagen researchers Mohammad Norouzi, William Chan, Chitwan Saharia, and Jonathan Ho. It offers a freemium web app plus a self-serve REST API (with an OpenAPI 3.1 spec, an llms.txt index, and a Fern-generated documentation-search MCP server), and in 2026 released Ideogram 4 as an open-weight model (Apache-2.0 code, non-commercial weights license). The company has raised roughly $96.5M across seed (Andreessen Horowitz, Index Ventures) and Series A rounds.",
    "categorySlugs": [
      "image-generation-ai"
    ],
    "subCategory": "Text-to-Image Generation with Typography",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "Toronto, Canada",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "totalRaisedUsd": 96500000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/ideogram-oss/ideogram4",
    "pricing": {
      "model": "freemium",
      "tiers": [
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          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10 slow credits/week",
          "keyFeatures": [
            "Public generations only",
            "Community gallery access",
            "Free credits via Google, Apple, or Microsoft sign-in"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": 15,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "1,000 priority credits/month + unlimited slow credits",
          "keyFeatures": [
            "Rate billed annually (25% savings)",
            "Private generation",
            "Unlimited character consistency",
            "Quality export, larger generation queue"
          ],
          "overageRate": "150 priority credits for $4"
        },
        {
          "name": "Pro",
          "price": 42,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3,500 priority credits/month + unlimited slow credits",
          "keyFeatures": [
            "Rate billed annually (30% savings)",
            "Best cost per credit",
            "Private and batch generation",
            "Largest generation queue"
          ],
          "overageRate": "250 priority credits for $4"
        },
        {
          "name": "Team",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1,500 priority credits per user/month",
          "keyFeatures": [
            "Per-user billing, billed annually",
            "Everything in Plus",
            "Centralized team management"
          ],
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        },
        {
          "name": "Enterprise",
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          "keyFeatures": [
            "Everything in Pro",
            "Custom-trained models",
            "Volume API discounts",
            "Priority support, SSO"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://ideogram.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.ideogram.ai/api-reference/api-reference/generate-v3",
      "sdks": [
        "Python",
        "JS/TS",
        "Go",
        "Ruby",
        "Java",
        "PHP",
        "C#",
        "Swift"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "searchDocs"
      ],
      "resourcesExposed": [],
      "authMethod": "none (public documentation search)",
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    },
    "claudeSkillPublished": false,
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      "overall": 76,
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      "machineReadableContent": 85,
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      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 2601
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "intercom",
    "name": "Intercom",
    "websiteUrl": "https://www.intercom.com",
    "oneLiner": "AI-first customer service platform pairing a shared inbox with the Fin AI Agent for autonomous conversation resolution.",
    "longDescription": "Intercom is a customer service platform combining a team inbox, omnichannel Messenger, help center, and its Fin AI Agent, which autonomously resolves customer conversations across channels. Founded in 2011 and headquartered in San Francisco with a major Dublin hub, Intercom has increasingly rebranded its public identity around Fin, its AI agent product. It ships an official remote MCP server at mcp.intercom.com so AI clients can search and act on conversations and contacts directly, one of the more concrete agent-native integrations among helpdesk vendors.",
    "categorySlugs": [
      "customer-support"
    ],
    "subCategory": "AI-Native Customer Messaging & Support",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Essential",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Fin AI Agent billed per resolution",
          "keyFeatures": [
            "Shared inbox & Messenger",
            "Help center",
            "Basic reporting",
            "Fin AI Agent access"
          ],
          "overageRate": "$0.99 per Fin AI resolution"
        },
        {
          "name": "Advanced",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "20 free Lite seats included; Fin AI Agent billed per resolution",
          "keyFeatures": [
            "Everything in Essential",
            "Workflows & automation",
            "Advanced reporting",
            "20 free Lite seats",
            "Fin AI Agent access"
          ],
          "overageRate": "$0.99 per Fin AI resolution"
        },
        {
          "name": "Expert",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "50 free Lite seats included; Fin AI Agent billed per resolution",
          "keyFeatures": [
            "Everything in Advanced",
            "Multiple teams & permissions",
            "SAML SSO",
            "50 free Lite seats",
            "Fin AI Agent access"
          ],
          "overageRate": "$0.99 per Fin AI resolution"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.intercom.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://github.com/intercom/Intercom-OpenAPI",
      "docsUrl": "https://developers.intercom.com/docs/references/introduction",
      "sdks": [
        "Node.js",
        "PHP",
        "Ruby (Rails)",
        "iOS",
        "Android",
        "React Native",
        "Cordova"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/intercom/intercom-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "search",
        "fetch",
        "search_conversations",
        "get_conversation",
        "search_contacts",
        "get_contact"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0 (recommended) or bearer token via Intercom API token; US-hosted workspaces only",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 75,
      "discoverability": 85,
      "machineReadableContent": 75,
      "programmaticAccess": 75,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 50,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.intercom.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "intercom-fin",
    "name": "Intercom Fin",
    "websiteUrl": "https://fin.ai",
    "oneLiner": "Outcome-priced AI customer service agent from Intercom that autonomously resolves support conversations across chat, email, and voice.",
    "longDescription": "Fin is Intercom's AI customer service agent, running on Intercom's proprietary Apex models to resolve customer conversations across chat, email, voice, and Slack without human intervention. It is sold both natively inside the Intercom helpdesk and as a standalone product at fin.ai, integrating with third-party helpdesks like Salesforce, HubSpot, and Freshdesk. Fin uses outcome-based pricing (charged per resolution) layered on top of Intercom's seat-based plans, and ships an official remote MCP server so AI clients can search and act on conversations, contacts, and help center articles directly.",
    "categorySlugs": [
      "ai-support-agents"
    ],
    "subCategory": "AI Customer Support Agent (Resolution-Based Pricing)",
    "placementType": "organic",
    "foundedYear": 2011,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Essential",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Fin AI Agent billed per resolution ($0.99/resolution)",
          "keyFeatures": [
            "Shared inbox & Messenger",
            "Help center",
            "Fin AI Agent access",
            "Basic reporting"
          ],
          "overageRate": "$0.99 per Fin resolution"
        },
        {
          "name": "Advanced",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Fin AI Agent billed per resolution ($0.99/resolution)",
          "keyFeatures": [
            "Everything in Essential",
            "Workflows & automation",
            "Advanced reporting",
            "Fin AI Agent access"
          ],
          "overageRate": "$0.99 per Fin resolution"
        },
        {
          "name": "Expert",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Fin AI Agent billed per resolution ($0.99/resolution)",
          "keyFeatures": [
            "Everything in Advanced",
            "Multiple teams & permissions",
            "SAML SSO",
            "Fin AI Agent access"
          ],
          "overageRate": "$0.99 per Fin resolution"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.intercom.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://github.com/intercom/Intercom-OpenAPI",
      "docsUrl": "https://developers.intercom.com/docs/references/introduction",
      "sdks": [
        "Node.js",
        "PHP",
        "Ruby (Rails)",
        "iOS (Swift/Objective-C)",
        "Android",
        "React Native",
        "Cordova"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/intercom/intercom-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "search",
        "fetch",
        "search_conversations",
        "get_conversation",
        "search_contacts",
        "get_contact",
        "list_companies",
        "get_company",
        "list_articles",
        "search_articles",
        "get_article",
        "create_article",
        "update_article"
      ],
      "resourcesExposed": [
        "conversations",
        "contacts",
        "companies",
        "help_center_articles"
      ],
      "authMethod": "OAuth 2.0 (recommended) or bearer token via Intercom API key; US and EU hosted workspaces supported",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 79,
      "discoverability": 85,
      "machineReadableContent": 80,
      "programmaticAccess": 80,
      "mcpAgentSupport": 90,
      "selfServeTransactability": 75,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO 27001",
        "ISO 42001",
        "ISO 27701",
        "AIUC-1",
        "HIPAA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.intercom.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "jasper",
    "name": "Jasper",
    "websiteUrl": "https://www.jasper.ai",
    "oneLiner": "Agentic marketing AI platform for on-brand content generation, campaigns, and custom marketing agents.",
    "longDescription": "Jasper is an enterprise-focused generative AI platform for marketing teams, offering brand-voice-aware content generation, a Canvas workspace, and configurable marketing agents. It serves 900+ enterprise customers including 20% of the Fortune 500, and ships an official hosted MCP server (mcp.jasper.ai) plus a REST API gated to Business-plan customers. Jasper is remote-first, headquartered in Austin, Texas, and was founded in 2021.",
    "categorySlugs": [
      "ai-writing-assistants"
    ],
    "subCategory": "AI Marketing Content & Copywriting",
    "placementType": "organic",
    "foundedYear": 2021,
    "hqLocation": "Austin, TX, USA",
    "companySizeFit": [
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Pro",
          "price": 69,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Canvas platform",
            "Core marketing agents",
            "2 Brand Voices",
            "5 Knowledge assets",
            "3 Audiences",
            "$59/seat/mo on annual billing"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Pro",
            "Custom agents",
            "Jasper Grid",
            "Unlimited IQ customization",
            "API access incl. MCP server",
            "Enterprise governance & admin controls",
            "Dedicated account management",
            "Minimum 12-month commitment"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 7,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.jasper.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.jasper.ai",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "get-jasper-brand-voices",
        "get-jasper-audiences",
        "search-knowledge-base",
        "get-jasper-style-guides",
        "get-jasper-agents",
        "run-jasper-agent",
        "generate-content"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0 (Dynamic Client Registration) or API key (X-API-KEY header / JASPER_API_KEY)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 61,
      "discoverability": 65,
      "machineReadableContent": 60,
      "programmaticAccess": 55,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 45,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "GDPR",
        "PCI DSS"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.jasper.ai",
      "pentestReportAvailable": true
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "jira",
    "name": "Jira",
    "websiteUrl": "https://www.atlassian.com/software/jira",
    "oneLiner": "Atlassian's issue tracking and agile project management platform for software and cross-functional teams.",
    "longDescription": "Jira is Atlassian's flagship issue-tracking and agile project management product, used by software, IT, and business teams to plan, track, and release work via boards, backlogs, and customizable workflows. Atlassian (NASDAQ: TEAM) is a publicly traded enterprise software company, and Jira Cloud now ships an official remote MCP server so AI agents can search, summarize, and create Jira issues directly.",
    "categorySlugs": [
      "project-management"
    ],
    "subCategory": "Agile issue tracking & project management",
    "placementType": "organic",
    "foundedYear": 2002,
    "hqLocation": "Sydney, Australia / San Francisco, CA, USA",
    "companySizeFit": [
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public company (NASDAQ: TEAM)",
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": "2 GB storage, 100 automation rule runs/month",
          "keyFeatures": [
            "Up to 10 users",
            "2 GB storage",
            "Basic workflows"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 7.91,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "250 GB storage, 1,700 automation rule runs/month",
          "keyFeatures": [
            "Up to 100,000 users per site",
            "250 GB storage",
            "Rovo AI (25 credits/user/month)",
            "User roles and permissions"
          ],
          "overageRate": null
        },
        {
          "name": "Premium",
          "price": 14.54,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited storage, 1,000 automation rule runs/user/month",
          "keyFeatures": [
            "Unlimited storage",
            "Cross-team planning",
            "Advanced dependency management"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited automation runs, up to 150 sites",
          "keyFeatures": [
            "Unlimited automation",
            "Up to 150 sites",
            "Advanced security & data residency",
            "Centralized admin"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.atlassian.com/software/jira/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "on_prem"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Australia",
        "Germany",
        "Other regions via Atlassian Data Residency program"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://developer.atlassian.com/cloud/jira/platform/swagger.v3.json",
      "docsUrl": "https://developer.atlassian.com/cloud/jira/platform/rest/v3/intro/",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://www.atlassian.com/platform/remote-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "Search Jira issues",
        "Create Jira issues",
        "Rovo Search and fetch tools"
      ],
      "resourcesExposed": [
        "Jira issues",
        "Confluence pages (via same server)"
      ],
      "authMethod": "OAuth with granular permission controls",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 68,
      "discoverability": 80,
      "machineReadableContent": 55,
      "programmaticAccess": 75,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 55,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC1",
        "SOC2",
        "ISO27001",
        "HIPAA",
        "GDPR",
        "FedRAMP",
        "C5",
        "TISAX",
        "IRAP"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.atlassian.com/trust",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "justworks",
    "name": "Justworks",
    "websiteUrl": "https://www.justworks.com",
    "oneLiner": "PEO platform bundling payroll, benefits, HR tools, and compliance support for small and midsize businesses.",
    "longDescription": "Justworks is a Professional Employer Organization (PEO) providing payroll processing, employee benefits administration, HR tools, and regulatory compliance support to small and midsize businesses through a co-employment model. Founded in 2012 and headquartered in New York City, it also offers standalone payroll, US and international contractor payments, and an Employer of Record product for global hiring. Justworks publishes per-employee pricing on its website but no public developer API or MCP integration was found.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "PEO & Payroll",
    "placementType": "organic",
    "foundedYear": 2012,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Payroll",
          "price": 8,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee, plus $50/month base fee",
          "keyFeatures": [
            "Payroll processing",
            "HR tools",
            "Expert support",
            "Time tracking access"
          ],
          "overageRate": null
        },
        {
          "name": "PEO Basic",
          "price": 79,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Payroll",
            "Compliance support",
            "HR consulting",
            "24/7 support",
            "401(k) access",
            "Time tracking"
          ],
          "overageRate": null
        },
        {
          "name": "PEO Plus",
          "price": 124,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Everything in Basic",
            "Medical/dental/vision administration",
            "HSA/FSA",
            "Mental health benefits",
            "Fertility benefits"
          ],
          "overageRate": null
        },
        {
          "name": "Employer of Record",
          "price": 599,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "per employee",
          "keyFeatures": [
            "Global expansion support",
            "International employment compliance"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.justworks.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 33,
      "discoverability": 50,
      "machineReadableContent": 55,
      "programmaticAccess": 8,
      "mcpAgentSupport": 0,
      "selfServeTransactability": 30,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "kaiber",
    "name": "Kaiber",
    "websiteUrl": "https://kaiber.ai",
    "oneLiner": "AI creative video generation tool built for artists and musicians, known for stylized music videos.",
    "longDescription": "Kaiber is an AI-powered creative video generation platform positioned as an 'AI Art Engine' for artists and musicians, offering tools like Canvas and Beat Sync for stylized, artistic video output. It grew out of EbSynth-derived video style-transfer technology and gained recognition through high-profile AI music video productions. Community commentary generally frames Kaiber as a fun, artistic tool for creative experimentation rather than a professional/enterprise video pipeline.",
    "categorySlugs": [
      "video-generation-ai"
    ],
    "subCategory": "AI creative/artistic video generation",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://kaiber.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 10,
      "discoverability": 15,
      "machineReadableContent": 5,
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      "mcpAgentSupport": 0,
      "selfServeTransactability": 25,
      "transparency": 10,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "klaviyo",
    "name": "Klaviyo",
    "websiteUrl": "https://www.klaviyo.com",
    "oneLiner": "Ecommerce-focused email and SMS marketing automation platform with deep Shopify/BigCommerce integrations and an official MCP server.",
    "longDescription": "Klaviyo is a marketing automation platform purpose-built for ecommerce and consumer brands, unifying email, SMS, and customer data into a single profile-based system with AI-assisted content (Composer) and predictive analytics. It offers a permanent free tier plus usage-based Email and Email+SMS plans that scale with contact/profile counts, and ships an official beta Model Context Protocol server for AI agent integration. Klaviyo was founded in 2012, is headquartered in Boston, and went public on the NYSE (KVYO) in September 2023.",
    "categorySlugs": [
      "marketing-automation"
    ],
    "subCategory": "Ecommerce Email & SMS Marketing Automation",
    "placementType": "organic",
    "foundedYear": 2012,
    "hqLocation": "Boston, MA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: KVYO, IPO Sept 2023)",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Up to 250 profiles; 500 emails/month; $5 of SMS/mobile message credit/month; 10,000 Composer (AI) credits/month",
          "keyFeatures": [
            "No time limit while under contact/usage limits",
            "Basic Customer Hub/Helpdesk",
            "AI content credits included"
          ],
          "overageRate": null
        },
        {
          "name": "Email",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Scales by number of active profiles (exact breakpoints set via interactive pricing calculator, not statically published)",
          "keyFeatures": [
            "Unlimited email sends (tier-dependent)",
            "Advanced segmentation & flows",
            "A/B testing",
            "Predictive analytics"
          ],
          "overageRate": "Scales up with profile count via calculator on pricing page"
        },
        {
          "name": "Email + SMS",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Scales by number of active profiles plus SMS/MMS usage (exact breakpoints set via interactive pricing calculator)",
          "keyFeatures": [
            "Everything in Email plan",
            "SMS & MMS marketing",
            "Combined email+SMS automation flows"
          ],
          "overageRate": "Scales up with profile/SMS usage via calculator on pricing page"
        },
        {
          "name": "Enterprise / Professional Services",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Priority support tiers from $500/mo to $1,800/mo",
            "Dedicated success/professional services",
            "Talk to Sales"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.klaviyo.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
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    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://github.com/klaviyo/openapi",
      "docsUrl": "https://developers.klaviyo.com/en/reference/api_overview",
      "sdks": [
        "Node.js",
        "Python",
        "PHP",
        "Ruby",
        "Swift (iOS)",
        "Kotlin (Android)",
        "React Native",
        "Flutter"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://developers.klaviyo.com/en/docs/klaviyo_mcp_server",
      "transport": "http",
      "toolsExposed": [
        "accounts",
        "campaigns",
        "catalogs",
        "events",
        "flows",
        "groups/lists/segments",
        "images",
        "profiles",
        "reporting",
        "templates",
        "translations"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth with dynamic client registration (remote server); private API key via env var (local server)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 90,
      "machineReadableContent": 75,
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      "mcpAgentSupport": 90,
      "selfServeTransactability": 75,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27017",
        "PCI DSS",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.klaviyo.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.96
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "labelbox",
    "name": "Labelbox",
    "websiteUrl": "https://labelbox.com",
    "oneLiner": "Data engine platform for building AI training datasets, RLHF pipelines, and model evaluation tools for enterprise AI teams.",
    "longDescription": "Labelbox provides a data-centric AI platform - spanning Annotate, Catalog, Foundry, and Model - that enterprises use to create, curate, and evaluate labeled datasets and RLHF/agent training data, with a Python SDK wrapping its underlying API. The company has moved away from publishing self-serve pricing tiers (its pricing page no longer resolves) and now positions itself as an 'RL data engine for AI teams,' routing purchases through a sales/contact form rather than transparent published tiers. Founded in 2018 and headquartered in San Francisco's Mission District, Labelbox has raised $189M to date from investors including SoftBank Vision Fund, Andreessen Horowitz, Kleiner Perkins, and Databricks.",
    "categorySlugs": [
      "synthetic-data-labeling"
    ],
    "subCategory": "Data Labeling & RLHF Data Engine",
    "placementType": "organic",
    "foundedYear": 2018,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
    "totalRaisedUsd": 189000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/Labelbox/labelbox-python",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Enterprise / Custom",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Annotate, Catalog, Foundry, and Model modules",
            "25+ cloud data source integrations",
            "Custom contract via sales"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://labelbox.com/sales/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "graphql"
      ],
      "docsUrl": "https://docs.labelbox.com",
      "sdks": [
        "Python"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 39,
      "discoverability": 55,
      "machineReadableContent": 65,
      "programmaticAccess": 60,
      "mcpAgentSupport": 8,
      "selfServeTransactability": 25,
      "transparency": 20,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR",
        "CCPA",
        "HIPAA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://labelbox.com/company/security/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 154
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "langchain",
    "name": "LangChain",
    "websiteUrl": "https://www.langchain.com",
    "oneLiner": "Open-source Python/JS framework for composing LLMs, tools, and memory into applications and agents.",
    "longDescription": "LangChain is a free, MIT-licensed open-source framework for building LLM-powered applications, chaining together models, vector stores, tools, and third-party integrations. It is maintained by LangChain Inc., the San Francisco company that also builds LangGraph (agent orchestration) and LangSmith (the paid observability/deployment platform). LangChain Inc. was founded in early 2023 by Harrison Chase and Ankush Gola, and raised a $125M Series B in October 2025 at a $1.25B valuation.",
    "categorySlugs": [
      "agent-frameworks"
    ],
    "subCategory": "Agent & LLM Application Framework",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 260000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/langchain-ai/langchain",
    "pricing": {
      "model": "open_source_free",
      "tiers": [
        {
          "name": "Open Source (LangChain Framework)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited, self-hosted (MIT license)",
          "keyFeatures": [
            "Free Python and JS/TS libraries",
            "Model, vector store, and tool integrations",
            "No usage caps or seat limits",
            "No account required to use the library"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.langchain.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "self_hosted"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "Customer-controlled (runs wherever you deploy your own app)"
      ]
    },
    "api": {
      "available": true,
      "type": [],
      "docsUrl": "https://docs.langchain.com",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 71,
      "discoverability": 68,
      "machineReadableContent": 88,
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      "mcpAgentSupport": 25,
      "selfServeTransactability": 95,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.langchain.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 142700,
      "githubReleaseCadencePerMonth": 20
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "langfuse",
    "name": "Langfuse",
    "websiteUrl": "https://langfuse.com",
    "oneLiner": "Open-source LLM engineering platform for tracing, evals, prompt management, and observability of LLM apps and agents.",
    "longDescription": "Langfuse is an open-source LLM observability and evaluation platform used to trace, debug, and improve LLM applications and agents in production. It offers a free self-hosted MIT-licensed core alongside multi-region (US/EU/Japan) cloud hosting, native OpenTelemetry ingestion, prompt management, and dataset/experiment tooling. Founded in Berlin in 2022 as part of YC W23, Langfuse was acquired by ClickHouse in January 2026 while remaining open-source and self-hostable.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Observability",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "Berlin, Germany",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by ClickHouse (Jan 2026)",
    "totalRaisedUsd": 4000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/langfuse/langfuse",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Hobby",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": "50k units/month",
          "keyFeatures": [
            "All platform features (with limits)",
            "Community support",
            "30-day data retention",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Core",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100k units/month",
          "keyFeatures": [
            "Unlimited users",
            "90-day data retention",
            "In-app support"
          ],
          "overageRate": "$8.00 per 100k units (100k-1M), tiered down to $6.00/100k at 50M+"
        },
        {
          "name": "Pro",
          "price": 199,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100k units/month",
          "keyFeatures": [
            "3-year data retention",
            "Unlimited annotation queues",
            "High rate limits",
            "SOC2/ISO27001 reports on request",
            "HIPAA BAA available"
          ],
          "overageRate": "$8.00 per 100k units, tiered down to $6.00/100k at 50M+"
        },
        {
          "name": "Enterprise",
          "price": 2499,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100k units/month",
          "keyFeatures": [
            "Audit logs",
            "SCIM API",
            "Custom rate limits",
            "Uptime/support SLA",
            "Dedicated support engineer"
          ],
          "overageRate": "$8.00 per 100k units, tiered down to $6.00/100k at 50M+"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://langfuse.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Japan"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://cloud.langfuse.com/generated/api/openapi.yml",
      "docsUrl": "https://langfuse.com/docs/api-and-data-platform/features/public-api",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/langfuse/mcp-server-langfuse",
      "transport": "http",
      "toolsExposed": [
        "prompt management",
        "trace querying",
        "dataset access",
        "docs search"
      ],
      "resourcesExposed": [],
      "authMethod": "Basic Auth with project-scoped API key",
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/langfuse/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 85,
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      "machineReadableContent": 90,
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      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "GDPR",
        "HIPAA (BAA available)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://langfuse.com/security",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 31895,
      "githubReleaseCadencePerMonth": 30
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "langgraph",
    "name": "LangGraph",
    "websiteUrl": "https://www.langchain.com/langgraph",
    "oneLiner": "Open-source low-level orchestration framework for stateful, controllable AI agents, with an optional managed deployment platform.",
    "longDescription": "LangGraph is LangChain Inc.'s MIT-licensed, open-source agent runtime for building resilient, long-running agents with durable execution, human-in-the-loop control, and persistent memory. The self-hosted library is free; production hosting is available via LangGraph Platform, sold as part of LangSmith's Plus (self-serve, usage-based) and Enterprise (self-hosted/hybrid, custom-priced) plans, which carry SOC 2 Type II and ISO/IEC 27001:2022 certification. Deployed LangGraph agents can also be exposed automatically as MCP-compliant tool servers over a built-in /mcp endpoint.",
    "categorySlugs": [
      "agent-frameworks"
    ],
    "subCategory": "Agent Orchestration Framework",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 260000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/langchain-ai/langgraph",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Open Source (Self-Hosted Library)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited, self-hosted (MIT license)",
          "keyFeatures": [
            "Durable execution and checkpointing",
            "Human-in-the-loop workflows",
            "Persistent memory",
            "Free CLI for local dev server"
          ],
          "overageRate": null
        },
        {
          "name": "LangGraph Platform - Cloud (via LangSmith Plus)",
          "price": 39,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10k base traces/mo included, then pay-as-you-go",
          "keyFeatures": [
            "Managed Cloud SaaS deployment",
            "1 free small serverless deployment",
            "Unlimited seats (per-seat billing)"
          ],
          "overageRate": "LCU $1.50/unit, LSU $1.00/unit"
        },
        {
          "name": "LangGraph Platform - Self-Hosted/Hybrid (LangSmith Enterprise)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Self-hosted control plane or hybrid deployment",
            "Custom SSO and RBAC",
            "SOC 2 Type II & ISO/IEC 27001:2022 certified",
            "Support SLA"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.langchain.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "APAC"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.langchain.com/langgraph-platform",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/langchain-ai/langgraph",
      "transport": "http",
      "toolsExposed": [
        "Deployed LangGraph agents/graphs surfaced as callable MCP tools"
      ],
      "resourcesExposed": [],
      "authMethod": "Same auth as LangGraph API (API key / custom auth middleware); stateless, no session support",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 78,
      "discoverability": 70,
      "machineReadableContent": 88,
      "programmaticAccess": 88,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 75,
      "transparency": 72,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001:2022"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.langchain.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 38200,
      "githubReleaseCadencePerMonth": 7
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "langsmith",
    "name": "LangSmith",
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    "oneLiner": "Unified observability, evaluation, and prompt engineering platform for LLM applications, built by LangChain.",
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        "SOC 2 Type II",
        "HIPAA",
        "GDPR"
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      "trustCenterUrl": "https://security.llamaindex.ai/",
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  {
    "slug": "looker",
    "name": "Looker (Google Cloud)",
    "websiteUrl": "https://cloud.google.com/looker",
    "oneLiner": "Enterprise BI and semantic-modeling platform on Google Cloud, built around governed LookML data models.",
    "longDescription": "Looker is Google Cloud's enterprise business intelligence platform, using the LookML semantic layer to deliver governed, reusable metrics across 40+ database dialects, alongside the separately-branded free Looker Studio reporting tool. Founded in 2012 in Santa Cruz, CA by Lloyd Tabb and Ben Porterfield, Looker was acquired by Google for $2.6 billion (announced 2019, closed February 2020) and now ships as \"Looker (Google Cloud core),\" available exclusively on Google Cloud infrastructure. The core product is sold in Standard, Enterprise, and Embed editions via annual contracts with custom, sales-negotiated pricing, while Looker Studio and Looker Studio Pro ($9/user/project/month) remain self-serve.",
    "categorySlugs": [
      "data-analytics-bi"
    ],
    "subCategory": "Business Intelligence & Semantic Modeling",
    "placementType": "organic",
    "foundedYear": 2012,
    "hqLocation": "Santa Cruz, CA, USA (acquired by Google Cloud, 2020; now part of Google, Mountain View, CA)",
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      "startup",
      "smb",
      "midmarket",
      "enterprise"
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    "githubRepoUrl": "https://github.com/looker-open-source/sdk-codegen",
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      "model": "hybrid",
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          "name": "Looker Studio",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Free self-service reporting & dashboards",
            "300+ data source connectors",
            "Community support"
          ],
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        },
        {
          "name": "Looker Studio Pro",
          "price": 9,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Per user per project",
          "keyFeatures": [
            "Team content management",
            "SLA-backed support",
            "Customer-managed encryption keys (CMEK)"
          ],
          "overageRate": null
        },
        {
          "name": "Looker Standard Edition",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 10,
          "usageIncluded": "Up to 1,000 Query API calls/month; for orgs under 50 users",
          "keyFeatures": [
            "LookML semantic modeling",
            "Governed self-service BI",
            "2 Developer users included"
          ],
          "overageRate": "Contact sales"
        },
        {
          "name": "Looker Enterprise Edition",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Up to 100,000 Query API calls/month",
          "keyFeatures": [
            "Advanced security & governance",
            "Embedded analytics",
            "Multi-cloud data source connections"
          ],
          "overageRate": "Contact sales"
        },
        {
          "name": "Looker Embed Edition",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Up to 500,000 Query API calls/month",
          "keyFeatures": [
            "White-labeled embedded analytics at scale",
            "Built for customer-facing applications"
          ],
          "overageRate": "Contact sales"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
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      "pricingPageUrl": "https://cloud.google.com/looker/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "GCP"
      ],
      "dataResidencyOptions": [
        "40+ Google Cloud regions across Americas, EMEA, and APAC"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://cloud.google.com/looker/docs/reference/looker-api/latest",
      "sdks": [
        "Python",
        "TypeScript/JavaScript",
        "Swift",
        "Kotlin",
        "Go",
        "C#"
      ]
    },
    "mcp": {
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
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    "agentReadiness": {
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      "methodologyVersion": "crail-ar-v0.1"
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    "compliance": {
      "certs": [
        "SOC 2",
        "ISO 27001",
        "PCI DSS"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
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      "trustCenterUrl": "https://cloud.google.com/security/compliance",
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  {
    "slug": "luma-ai",
    "name": "Luma AI",
    "websiteUrl": "https://lumalabs.ai",
    "oneLiner": "Multimodal generative AI company behind Dream Machine and the Ray video-generation models, with a pay-as-you-go developer API.",
    "longDescription": "Luma AI (Luma Labs) is a San Francisco-based generative AI company known for Dream Machine, its consumer video-creation app, and Ray 3.2 / Uni-1.1, its underlying video and image generation models available via a pay-as-you-go developer API. Subscription plans center on monthly credits for individuals and teams, while enterprise buyers get dedicated capacity, SSO, and custom fine-tuning through a sales-assisted process. Luma raised a $900M Series C in November 2025 led by HUMAIN to fund a large compute buildout (Project Halo) alongside international expansion into London and Riyadh.",
    "categorySlugs": [
      "video-generation-ai"
    ],
    "subCategory": "Text-to-Video / Multimodal Generation",
    "placementType": "organic",
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 900000000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
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          "name": "Plus",
          "price": 30,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10,000 credits/month ($25/mo billed yearly at $300/yr)",
          "keyFeatures": [
            "Luma and third-party image/video models",
            "Guest editing access",
            "Commercial use"
          ],
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        },
        {
          "name": "Pro",
          "price": 90,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "40,000 credits/month ($75/mo billed yearly at $900/yr)",
          "keyFeatures": [
            "Everything in Plus",
            "4x usage with Luma Agents"
          ],
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        },
        {
          "name": "Ultra",
          "price": 300,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "150,000 credits/month ($250/mo billed yearly at $3,000/yr)",
          "keyFeatures": [
            "Everything in Pro",
            "15x usage with Luma Agents"
          ],
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        },
        {
          "name": "Team & Enterprise",
          "price": null,
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          "seatsIncluded": null,
          "usageIncluded": "Shared/custom credit pools",
          "keyFeatures": [
            "Team management and project organization",
            "Usage analytics",
            "SSO",
            "Enterprise commitments, custom fine-tuning"
          ],
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        },
        {
          "name": "Developer API (Ray3.2 / Uni-1.1)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay-as-you-go, no minimum commitment",
          "keyFeatures": [
            "Ray3.2 1080p T2V: $1.20 per 5s, $3.60 per 10s",
            "Uni-1.1 image: from $0.0404 (standard) / $0.10 (Max) at 2K",
            "Dedicated capacity plans with SLAs (4-unit minimum) for enterprise"
          ],
          "overageRate": null
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      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://lumalabs.ai/dream-machine/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
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    },
    "deployment": {
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        "cloud"
      ],
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    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.agents.lumalabs.ai",
      "sdks": [
        "Python",
        "TypeScript",
        "Go",
        "CLI"
      ]
    },
    "mcp": {
      "hasServer": false,
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      "testResult": "untested"
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    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
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  {
    "slug": "marketo-engage",
    "name": "Marketo Engage (Adobe)",
    "websiteUrl": "https://business.adobe.com/products/marketo/marketo-engagement.html",
    "oneLiner": "Adobe's enterprise marketing automation suite for lead management, email, and B2B account-based marketing.",
    "longDescription": "Marketo Engage is Adobe's enterprise marketing automation platform, widely used for B2B lead management, nurture campaigns, email marketing, and account-based marketing, with deep integration into the broader Adobe Experience Cloud. Pricing is entirely custom and quote-based across its four packaged tiers (Growth, Select, Prime, Ultimate), sized by database/contact volume, and is sold exclusively through an Adobe sales engagement rather than self-serve checkout. Originally founded in 2006 and taken private by Vista Equity Partners in 2016, Marketo was acquired by Adobe in 2018 for roughly $4.75 billion.",
    "categorySlugs": [
      "marketing-automation"
    ],
    "subCategory": "Enterprise Marketing Automation",
    "placementType": "organic",
    "foundedYear": 2006,
    "hqLocation": "San Mateo, CA, USA (Adobe subsidiary; Adobe HQ: San Jose, CA, USA)",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by Adobe (2018); previously taken private by Vista Equity Partners (2016)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
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          "name": "Growth",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Core email and lead management",
            "Basic reporting"
          ],
          "overageRate": null
        },
        {
          "name": "Select",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Expanded automation and scoring",
            "Multi-channel campaigns"
          ],
          "overageRate": null
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          "price": null,
          "currency": "USD",
          "billingPeriod": null,
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          "keyFeatures": [
            "Account-based marketing",
            "Advanced analytics"
          ],
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        },
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          "name": "Ultimate",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Full ABM and predictive audiences",
            "Deepest Adobe Experience Cloud integration"
          ],
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      ],
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      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://business.adobe.com/products/marketo/marketo-engagement.html",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
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    "deployment": {
      "models": [
        "cloud"
      ],
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      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.adobe.com/marketo-apis/",
      "sdks": [
        "iOS",
        "Android",
        "Community-supported REST client libraries (Java, PHP, Node.js, Python via GitHub)"
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    },
    "mcp": {
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      "testResult": "untested"
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      "programmaticAccess": 20,
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      "selfServeTransactability": 10,
      "transparency": 25,
      "methodologyVersion": "crail-ar-v0.1"
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    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.adobe.com/trust.html",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {},
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  {
    "slug": "midjourney",
    "name": "Midjourney",
    "websiteUrl": "https://www.midjourney.com",
    "oneLiner": "Discord- and web-based AI image (and video) generator prized for aesthetic quality, sold via flat subscription tiers with no public API.",
    "longDescription": "Midjourney is an independent, self-funded research lab that generates images and short videos from text prompts via a Discord bot and its own web app (the Midjourney Editor). It sells four subscription tiers (Basic, Standard, Pro, Mega) priced around monthly allotments of \"Fast\" GPU-hours rather than per-API-call usage, and deliberately offers no public developer API, positioning itself as a creative destination rather than infrastructure. Founded by David Holz and launched into open beta in 2022, the company is headquartered in San Francisco, reports being profitable, and runs with a lean team of roughly 60 people.",
    "categorySlugs": [
      "image-generation-ai"
    ],
    "subCategory": "Discord/Web AI Image & Video Generation",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "fundingStage": "Self-funded / bootstrapped",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Basic",
          "price": 10,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "3.3 Fast GPU-hours/month (~200 images)",
          "keyFeatures": [
            "Discord + web app access",
            "General commercial usage rights",
            "No Relax mode",
            "Annual billing available at ~20% discount ($96/yr)"
          ],
          "overageRate": "$4 per extra Fast GPU-hour"
        },
        {
          "name": "Standard",
          "price": 30,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "15 Fast GPU-hours/month + unlimited Relax mode",
          "keyFeatures": [
            "Unlimited Relax (queued) generations",
            "General commercial usage rights",
            "Annual billing available at ~20% discount ($288/yr)"
          ],
          "overageRate": "$4 per extra Fast GPU-hour"
        },
        {
          "name": "Pro",
          "price": 60,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "30 Fast GPU-hours/month + unlimited Relax mode",
          "keyFeatures": [
            "Stealth (private) generation mode",
            "Required tier for businesses with >$1M annual revenue",
            "Annual billing available at ~20% discount ($576/yr)"
          ],
          "overageRate": "$4 per extra Fast GPU-hour"
        },
        {
          "name": "Mega",
          "price": 120,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "60 Fast GPU-hours/month + unlimited Relax mode",
          "keyFeatures": [
            "Stealth (private) generation mode",
            "Highest Fast-hour allotment",
            "Annual billing available at ~20% discount ($1,152/yr)"
          ],
          "overageRate": "$4 per extra Fast GPU-hour"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://docs.midjourney.com/hc/en-us/articles/32040354831245-Plans",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
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      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 35,
      "discoverability": 60,
      "machineReadableContent": 25,
      "programmaticAccess": 5,
      "mcpAgentSupport": 0,
      "selfServeTransactability": 70,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
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  {
    "slug": "mixpanel",
    "name": "Mixpanel",
    "websiteUrl": "https://mixpanel.com",
    "oneLiner": "Product analytics platform for event tracking, funnels, and cohorts, with a free tier and an official hosted MCP server for AI agents.",
    "longDescription": "Mixpanel is a product analytics platform for event-based tracking, funnels, retention, cohort analysis, and experimentation, used by product and growth teams to understand user behavior. Founded in 2009 by Suhail Doshi and Tim Trefren and headquartered in San Francisco, it has raised roughly $277M through a 2021 Series C at a ~$1.05B valuation. Pricing is self-serve and usage-based on monthly tracked events (Free up to 1M events/month, Growth pay-as-you-go beyond that), with a custom Enterprise tier for governance, HIPAA tooling, and dedicated support sold via sales. Mixpanel also runs an officially hosted Model Context Protocol (MCP) server exposing 60+ analytics tools to AI agents like Claude and ChatGPT.",
    "categorySlugs": [
      "data-analytics-bi"
    ],
    "subCategory": "Product Analytics",
    "placementType": "organic",
    "foundedYear": 2009,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C (Nov 2021), ~$1.05B valuation",
    "totalRaisedUsd": 277000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Up to 1M events/month",
          "keyFeatures": [
            "Unlimited seats",
            "Up to 5 saved reports",
            "10K monthly session replays",
            "Core analytics (funnels, retention, segmentation)"
          ],
          "overageRate": null
        },
        {
          "name": "Growth",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "First 1M events/month free, pay-as-you-go up to 20M events with volume discounts beyond",
          "keyFeatures": [
            "Unlimited seats and reports",
            "20K session replays",
            "SSO (Growth and above)",
            "Behavioral cohorts and advanced analytics"
          ],
          "overageRate": "~$0.28 per 1,000 events (volume discounts at higher usage)"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited events (custom quote)",
          "keyFeatures": [
            "Data governance",
            "HIPAA compliance tooling",
            "SCIM/user provisioning",
            "Premium support and SLAs",
            "Dedicated account manager"
          ],
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      ],
      "hasFreeTier": true,
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      "pricingPageUrl": "https://mixpanel.com/pricing/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
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    "deployment": {
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      "dataResidencyOptions": [
        "US",
        "EU",
        "India"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.mixpanel.com/reference/overview",
      "sdks": [
        "JavaScript",
        "Node.js",
        "Python",
        "Ruby",
        "PHP",
        "Java",
        "Go",
        "Swift (iOS)",
        "Android",
        "React Native",
        "Flutter",
        "Unity"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "Analytics queries",
        "Dashboards",
        "Cohorts",
        "Experiments",
        "Feature flags"
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      "resourcesExposed": [],
      "authMethod": "OAuth (Claude, ChatGPT, Cursor, Notion) or Service Accounts (beta)",
      "testResult": "untested"
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    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 80,
      "machineReadableContent": 85,
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      "mcpAgentSupport": 90,
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      "transparency": 72,
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    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27701",
        "GDPR",
        "HIPAA"
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    "slug": "modal",
    "name": "Modal",
    "websiteUrl": "https://modal.com",
    "oneLiner": "Serverless cloud platform for AI training, inference, and batch compute in Python, billed per-second for GPU/CPU usage.",
    "longDescription": "Modal lets developers run AI training, inference, batch jobs, and sandboxed code execution in the cloud using plain Python, with containers that scale to zero and boot in seconds. It offers official SDKs in Python, Go, and JavaScript/TypeScript, per-second billing for GPUs (T4 through B300) and CPU/memory, and a free Starter tier with monthly compute credits. Founded in 2021 by Erik Bernhardsson and Akshat Bubna, Modal raised a $355M Series C in May 2026 at a $4.65B valuation led by General Catalyst and Redpoint, bringing total disclosed funding to roughly $465M.",
    "categorySlugs": [
      "model-hosting-inference"
    ],
    "subCategory": "Serverless GPU Compute & Inference",
    "placementType": "organic",
    "foundedYear": 2021,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
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    "fundingStage": "Series C",
    "totalRaisedUsd": 465000000,
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    "githubRepoUrl": "https://github.com/modal-labs/modal-client",
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      "model": "hybrid",
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          "name": "Starter",
          "price": 0,
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          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": "$30/month compute credits",
          "keyFeatures": [
            "10 concurrent GPUs",
            "100 containers",
            "Self-serve signup"
          ],
          "overageRate": "Per-second GPU/CPU/memory metered pricing (e.g. H100 $0.001097/sec, A100 80GB $0.000694/sec)"
        },
        {
          "name": "Team",
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          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "$100/month compute credits included",
          "keyFeatures": [
            "Unlimited seats",
            "50 GPU concurrency",
            "1,000 containers"
          ],
          "overageRate": "Per-second GPU/CPU/memory metered pricing beyond included credits"
        },
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          "name": "Enterprise",
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          "keyFeatures": [
            "Custom concurrency/containers",
            "Volume discounts",
            "SSO",
            "Audit logs",
            "Support SLA"
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      "hasFreeTier": true,
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      "type": [
        "rest"
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      "docsUrl": "https://modal.com/docs",
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        "Python",
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        "JS/TS"
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    "compliance": {
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        "HIPAA"
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    "slug": "monday-com",
    "name": "monday.com",
    "websiteUrl": "https://monday.com",
    "oneLiner": "Public Work OS covering project management, CRM, dev, and service desk boards, with a GraphQL API and an official beta MCP server.",
    "longDescription": "monday.com is a Tel Aviv-founded Work OS (originally daPulse, 2012) publicly traded on Nasdaq (MNDY) since 2021, spanning Work Management, CRM, Dev, and Service product lines built on a common customizable-board data model. Pricing is per-seat with a 3-seat-minimum-free tier and paid tiers up to custom Enterprise, and the platform ships a GraphQL API plus an official (beta) `@mondaydotcomorg/monday-api-mcp` MCP server distributed via npm for connecting AI assistants like Claude and Cursor. monday.com reports thousands of customers across SMB to enterprise segments and maintains a broad compliance program (SOC 1/2/3, ISO 27001 family, HIPAA BAA, GDPR).",
    "categorySlugs": [
      "project-management"
    ],
    "subCategory": "Work & Project Management",
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    "hqLocation": "Tel Aviv, Israel",
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      "midmarket",
      "enterprise"
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            "3 boards",
            "3 Docs",
            "200+ templates"
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          "usageIncluded": "1,000 AI credits",
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            "Unlimited viewers",
            "3 AI tools",
            "Unlimited free viewers"
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          "usageIncluded": "2,000 AI credits",
          "keyFeatures": [
            "5 AI tools",
            "250 automations/month",
            "Timeline & Gantt views"
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            "Private boards"
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            "Advanced security & governance"
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        "Australia"
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        "create board items",
        "create/populate boards",
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        "update board columns and item updates",
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        "HIPAA BAA",
        "GDPR"
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    "slug": "mongodb-atlas-vector-search",
    "name": "MongoDB Atlas Vector Search",
    "websiteUrl": "https://www.mongodb.com/products/platform/atlas-vector-search",
    "oneLiner": "Native vector search built into MongoDB Atlas, letting teams store operational data, metadata, and vector embeddings in one place.",
    "longDescription": "Atlas Vector Search is MongoDB's native vector search capability, embedded directly in the Atlas document database rather than requiring a separate vector store. It supports ANN/ENN search via the $vectorSearch aggregation stage, hybrid lexical+vector queries, automated embeddings and reranking powered by Voyage AI, and is available on free (M0), Flex, and Dedicated clusters, plus self-managed Enterprise Advanced and Community editions. MongoDB Inc. is a public company (NASDAQ: MDB) headquartered in New York City.",
    "categorySlugs": [
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    "subCategory": "Vector Databases & RAG Infrastructure",
    "placementType": "organic",
    "foundedYear": 2007,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
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      "midmarket",
      "enterprise"
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      "model": "usage_based",
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          "usageIncluded": "512 MB storage, shared RAM, up to 3 search/vector indexes",
          "keyFeatures": [
            "Forever-free shared cluster",
            "Atlas Vector Search included (limited indexes)",
            "Good for learning and prototyping"
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          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay-as-you-go low-traffic workloads, up to 10 search/vector indexes",
          "keyFeatures": [
            "Scales beyond Free tier limits",
            "Vector Search supported",
            "Usage-based billing"
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          "overageRate": "Usage-based, billed per GB/operations"
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          "name": "Dedicated (M10+)",
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          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Dedicated compute/RAM, full Vector Search feature set, unlimited indexes (tier-dependent)",
          "keyFeatures": [
            "Dedicated infrastructure",
            "Auto-scaling",
            "Multi-cloud, 125+ regions",
            "Automated embeddings and reranking (Voyage AI)"
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          "overageRate": "Hourly compute + storage, billed monthly"
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          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Independent search/vector-search compute scaling from S20 ($0.12/hr) to S80 ($3.26/hr)",
          "keyFeatures": [
            "Isolated compute for Search/Vector Search workloads",
            "Scale search independently of the database tier",
            "Improves query latency at scale"
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          "overageRate": "Hourly per node tier, pay-as-you-go"
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      "pricingPageUrl": "https://www.mongodb.com/pricing",
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        "cloud",
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        "on_prem",
        "hybrid"
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      "supportedClouds": [
        "AWS",
        "Google Cloud",
        "Azure"
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      "dataResidencyOptions": [
        "125+ Atlas regions across AWS/GCP/Azure"
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    },
    "api": {
      "available": true,
      "type": [
        "rest"
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      "docsUrl": "https://www.mongodb.com/docs/atlas/atlas-vector-search/vector-search-overview/",
      "sdks": [
        "Python",
        "Node.js/JavaScript",
        "Java",
        "C#/.NET",
        "Go",
        "Rust",
        "PHP",
        "Ruby",
        "C++",
        "Kotlin",
        "Scala"
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    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/mongodb-js/mongodb-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "find",
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        "insert/update/delete",
        "index management",
        "schema inspection",
        "Atlas cluster management",
        "Atlas database users/access lists",
        "performance monitoring"
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        "configuration",
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      "certs": [
        "SOC 2 Type II",
        "ISO 27001:2022",
        "ISO 9001",
        "ISO 27017",
        "ISO 27018",
        "HIPAA",
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        "GDPR",
        "HITRUST",
        "FedRAMP",
        "CSA STAR"
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      "ssoSamlSupported": true,
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  {
    "slug": "mostly-ai",
    "name": "Mostly AI",
    "websiteUrl": "https://mostly.ai",
    "oneLiner": "Vienna-based synthetic data platform with an open-source Python SDK, free cloud tier, REST API, and self-hosted Kubernetes/OpenShift deployment.",
    "longDescription": "MOSTLY AI is a data intelligence platform, founded in 2017 in Vienna, Austria by Michael Platzer, Klaudius Kalcher, and Roland Boubela, that generates privacy-safe synthetic tabular, time-series, and multi-table data using its TabularARGN model with built-in differential privacy. It ships an Apache-2.0-licensed open-source Synthetic Data SDK (LOCAL mode for self-managed compute, CLIENT mode connecting to the hosted platform) alongside a REST API, offers a free tier at app.mostly.ai, and supports enterprise self-hosted deployment on AWS EKS, Azure AKS, Google GKE, and OpenShift. Paid/enterprise pricing is not published and requires contacting sales; the platform supports social/enterprise SSO via Google, Microsoft Entra, and GitHub.",
    "categorySlugs": [
      "synthetic-data-labeling"
    ],
    "subCategory": "Synthetic Data Generation",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "Vienna, Austria",
    "companySizeFit": [
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      "enterprise"
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    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/mostly-ai/mostlyai",
    "pricing": {
      "model": "freemium",
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          "seatsIncluded": null,
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          "keyFeatures": [
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            "TabularARGN model training and generation"
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          "usageIncluded": null,
          "keyFeatures": [
            "Self-hosted deployment (AWS EKS, Azure AKS, Google GKE, OpenShift)",
            "Organizations, roles & permissions",
            "Identity-provider SSO (Google, Microsoft Entra, GitHub)",
            "Priority support"
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      "hasFreeTier": true,
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      "requiresSalesCallToBuy": true,
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    "deployment": {
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        "AWS",
        "GCP",
        "Azure"
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      "dataResidencyOptions": []
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    "api": {
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      "docsUrl": "https://mostly.ai/docs",
      "sdks": [
        "Python"
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    "slug": "multion",
    "name": "MultiOn",
    "websiteUrl": "https://www.multion.ai/",
    "oneLiner": "Pioneering browser-agent API (Agent Q) whose parent company has since pivoted to on-device action AI, with no current public pricing.",
    "longDescription": "MultiOn launched in 2023 as a browser-automation agent API and Chrome extension that let LLMs like ChatGPT take actions on the web, and in 2024 released the Agent Q self-supervised reasoning framework (MCTS + self-critique + RL). By 2026 the multion.ai domain redirects to theagi.company, where the company has rebranded as AGI, Inc. and repositioned its flagship product as AGI-0, an on-device action-AI platform for smartphones, computers, and wearables aimed at device manufacturers (e.g. a Lenovo Qira demo at MWC) rather than a self-serve developer API. A legacy \"Agent V1 Beta\" browser-agent API and docs still appear live at docs.multion.ai, but the current company discloses no public pricing and markets itself as an OEM/partner engagement rather than a self-serve product.",
    "categorySlugs": [
      "ai-browser-agents"
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    "subCategory": "Browser Agent API (Legacy) / On-Device Action AI",
    "placementType": "organic",
    "foundedYear": 2023,
    "companySizeFit": [
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    "isOpenSource": false,
    "pricing": {
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      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://theagi.company/",
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    "deployment": {
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      "methodologyVersion": "crail-ar-v0.1"
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    "slug": "murf-ai",
    "name": "Murf AI",
    "websiteUrl": "https://murf.ai",
    "oneLiner": "AI voice generator and conversational-agent platform with a text-to-speech API, dubbing, and an official Claude Desktop MCP server.",
    "longDescription": "Murf AI is a San Francisco-based voice AI platform founded in October 2020, offering a browser-based voice-over studio, a text-to-speech and voice-agent API (Falcon 2 and Gen2 models, 150+ voices across 35 languages), AI dubbing/translation, and a voice changer, serving 300+ Forbes 2000 companies and 6M+ users across 190+ countries. Pricing is self-serve with a free 10-minute plan, published Creator and Business tiers, and a custom Enterprise plan (with SSO and custom voice clones) reached via a contact-sales page. Murf publishes an official open-source MCP server (murf-ai/murf-mcp) for Claude Desktop and other MCP clients, plus official Python, Pipecat, and LiveKit integrations, and documents SOC 2 Type II, ISO 27001, ISO 42001, GDPR, and CCPA compliance with AES-256 encryption at rest on AWS.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "AI Voice-Over Studio, Text-to-Speech API & Dubbing",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "San Francisco, CA, USA",
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      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/murf-ai/murf-python-sdk",
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      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10 minutes of voice generation",
          "keyFeatures": [
            "10 projects",
            "1 editor",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Creator",
          "price": 19,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "24 hours/year of voice generation",
          "keyFeatures": [
            "100 projects",
            "200+ AI voices, 30+ languages",
            "Unlimited downloads",
            "Commercial rights",
            "Canva integration"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 66,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "96 hours/year voice generation, 48 hours/year transcription",
          "keyFeatures": [
            "500 projects",
            "Business license",
            "Emphasis/variability controls",
            "PowerPoint integration",
            "Audio-to-text"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited voice generation and transcription",
          "keyFeatures": [
            "Custom projects/editors",
            "Unlimited viewers",
            "AI translation",
            "SSO",
            "Security assessments",
            "Custom voice clones",
            "Dedicated account manager"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://murf.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://murf.ai/api/docs",
      "sdks": [
        "Python"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/murf-ai/murf-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "text-to-speech"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (MURF_API_KEY environment variable)",
      "testResult": "untested"
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    "claudeSkillPublished": false,
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    "agentReadiness": {
      "overall": 66,
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      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 42001",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://murf.ai/security",
      "pentestReportAvailable": "undocumented"
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    "healthSignals": {
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    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "new-relic",
    "name": "New Relic",
    "websiteUrl": "https://newrelic.com",
    "oneLiner": "Full-stack observability platform for APM, infrastructure, logs, and AI-driven monitoring across cloud and on-prem systems.",
    "longDescription": "New Relic is a full-stack observability platform providing application performance monitoring, infrastructure monitoring, log management, browser/mobile monitoring, and AIOps through a unified telemetry data platform. Founded in 2008 and headquartered in San Francisco, it was publicly traded on the NYSE until being acquired and taken private by Francisco Partners and TPG in a $6.5B all-cash deal in November 2023. It offers a perpetual free tier with 100GB of data ingest per month, consumption-based Standard and Pro editions billed per GB and per user, and a custom-priced Enterprise edition with FedRAMP Moderate and HIPAA eligibility.",
    "categorySlugs": [
      "devops-observability"
    ],
    "subCategory": "Observability & APM",
    "placementType": "organic",
    "foundedYear": 2008,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired (Francisco Partners & TPG, 2023)",
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    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/newrelic",
    "pricing": {
      "model": "hybrid",
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          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "100GB data ingest/month",
          "keyFeatures": [
            "1 full platform user + unlimited basic users",
            "Access to 50+ capabilities",
            "8+ day default data retention",
            "500 synthetic checks",
            "No credit card required"
          ],
          "overageRate": "$0.40/GB beyond 100GB"
        },
        {
          "name": "Standard",
          "price": 99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "100GB data ingest/month",
          "keyFeatures": [
            "Up to 5 full platform users ($10 first user, $99 each additional)",
            "Unlimited basic users",
            "Ticketed support, 2-business-day SLA",
            "SAML SSO"
          ],
          "overageRate": "$0.40/GB beyond 100GB"
        },
        {
          "name": "Pro",
          "price": 349,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "100GB data ingest/month",
          "keyFeatures": [
            "Unlimited full platform users",
            "2-hour critical response SLA",
            "Data Plus eligibility",
            "SAML SSO"
          ],
          "overageRate": "$0.40/GB (or $0.60/GB with Data Plus) beyond 100GB"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom data/user pricing",
            "FedRAMP Moderate and HIPAA eligibility",
            "1-hour critical response SLA",
            "Priority routing"
          ],
          "overageRate": null
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      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://newrelic.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
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        "cloud"
      ],
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        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql"
      ],
      "docsUrl": "https://docs.newrelic.com/docs/apis/intro-apis/introduction-new-relic-apis/",
      "sdks": [
        "Go",
        "Java",
        ".NET",
        "Node.js",
        "PHP",
        "Python",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/newrelic/mcp-server",
      "transport": "http",
      "toolsExposed": [
        "entity and account management",
        "alerting and monitoring",
        "incident response",
        "performance analytics",
        "NRQL data access",
        "deployment impact analysis"
      ],
      "resourcesExposed": [],
      "authMethod": "User API Key (NRAK-...) or OAuth 2.0",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 72,
      "discoverability": 65,
      "machineReadableContent": 75,
      "programmaticAccess": 85,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 75,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA (eligible)",
        "FedRAMP Moderate",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.newrelic.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 1200,
      "githubReleaseCadencePerMonth": 8
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "notion",
    "name": "Notion",
    "websiteUrl": "https://www.notion.com",
    "oneLiner": "All-in-one workspace for notes, docs, databases, wikis, and project/task management, now with AI agents.",
    "longDescription": "Notion is a connected workspace that combines documents, wikis, databases, and project/task tracking into a single flexible tool used by individuals and teams. It has expanded into AI with Notion AI, AI Meeting Notes, Enterprise Search, and custom AI agents, and offers an official MCP server so external AI clients can read and write Notion content directly.",
    "categorySlugs": [
      "project-management"
    ],
    "subCategory": "All-in-one workspace & docs-based project management",
    "placementType": "organic",
    "foundedYear": 2013,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 343000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/makenotion/notion-sdk-js",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Trial AI",
            "Basic forms",
            "Basic sites",
            "Notion Calendar",
            "Databases"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": 10,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom forms",
            "Custom sites",
            "Unlimited charts",
            "Unlimited file uploads",
            "Basic connections"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": null,
          "keyFeatures": [
            "Notion Agent",
            "AI Meeting Notes",
            "Enterprise Search (beta)",
            "SAML SSO",
            "Private teamspaces",
            "Premium connections"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Zero data retention with LLM providers",
            "SCIM provisioning",
            "Advanced security controls",
            "Audit logs",
            "Dedicated CSM",
            "DLP/SIEM connections"
          ],
          "overageRate": null
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      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.notion.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
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      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developers.notion.com",
      "sdks": [
        "JavaScript/TypeScript"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/makenotion/notion-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "Query data sources",
        "Retrieve/update pages as Markdown",
        "Create/move pages",
        "Manage comments",
        "Database operations"
      ],
      "resourcesExposed": [
        "Pages",
        "Databases/data sources",
        "Comments"
      ],
      "authMethod": "Notion integration token / OAuth (bearer token for hosted variant)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 83,
      "discoverability": 90,
      "machineReadableContent": 90,
      "programmaticAccess": 80,
      "mcpAgentSupport": 90,
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      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
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    "compliance": {
      "certs": [
        "SOC2",
        "ISO27001",
        "ISO27701",
        "ISO27017",
        "ISO27018",
        "HIPAA",
        "GDPR"
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      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.notion.com",
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    },
    "healthSignals": {
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    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "okta",
    "name": "Okta",
    "websiteUrl": "https://www.okta.com",
    "oneLiner": "Public workforce & customer identity platform (SSO, MFA, lifecycle management) with an official self-hosted MCP server for admin automation.",
    "longDescription": "Okta is a San Francisco-based public identity company (Nasdaq: OKTA), founded in 2009 by Todd McKinnon and Frederic Kerrest, that provides workforce identity (SSO, adaptive MFA, lifecycle management, access governance, privileged access) and customer identity (CIAM) products following its 2021 acquisition of Auth0. Pricing is per-user/month with published starting prices for lower tiers, but Essentials-and-above tiers and Customer Identity products require a sales conversation for final quotes and contracting. Okta publishes an OpenAPI-generated management API, SDKs in multiple languages, and an official Apache-2.0-licensed self-hosted MCP server (okta/okta-mcp-server) for natural-language administration of users, groups, apps, and policies.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Workforce & Customer Identity (IAM/SSO)",
    "placementType": "organic",
    "foundedYear": 2009,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (Nasdaq: OKTA)",
    "totalRaisedUsd": 75000000,
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Starter",
          "price": 6,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Single Sign-On",
            "Multi-Factor Authentication",
            "Universal Directory",
            "5 Workflows"
          ],
          "overageRate": null
        },
        {
          "name": "Core Essentials",
          "price": 14,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Contact sales for full feature breakdown"
          ],
          "overageRate": null
        },
        {
          "name": "Essentials",
          "price": 17,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Adaptive MFA",
            "Privileged Access",
            "Lifecycle Management",
            "Access Governance",
            "50 Workflows"
          ],
          "overageRate": null
        },
        {
          "name": "Professional",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Device Access",
            "Identity Security Posture Management",
            "Identity Threat Protection",
            "Sandbox",
            "Maximum Workflows"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "API Access Management",
            "Access Gateway",
            "Machine-to-Machine Tokens"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 30,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.okta.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
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        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "European Union"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://github.com/okta/okta-management-openapi-spec",
      "docsUrl": "https://developer.okta.com/docs/reference/",
      "sdks": [
        "Java",
        ".NET",
        "Node.js",
        "Python",
        "Go",
        "PHP",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/okta/okta-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "Users CRUD",
        "Groups CRUD & membership",
        "Applications CRUD & activation",
        "Policies & policy rules CRUD",
        "Device assurance policies",
        "Brands/themes/custom pages",
        "Email templates & domains",
        "System logs"
      ],
      "resourcesExposed": [
        "Okta org users, groups, apps, policies, system log"
      ],
      "authMethod": "Device Authorization Grant (interactive) or Private Key JWT (server-to-server)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 58,
      "discoverability": 45,
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      "mcpAgentSupport": 60,
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      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
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    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27017",
        "ISO 27018",
        "ISO 27701",
        "HIPAA",
        "GDPR",
        "PCI DSS",
        "FedRAMP High (Okta for Government)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.okta.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 52,
      "statusPageUptimePct": 99.99
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    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "otter-ai",
    "name": "Otter.ai",
    "websiteUrl": "https://otter.ai",
    "oneLiner": "AI meeting assistant providing live transcription, speaker ID, and automated summaries for Zoom, Teams, and Google Meet calls.",
    "longDescription": "Otter.ai (originally launched as AISense) is a voice note-taking and AI meeting assistant founded in 2016 by Sam Liang and Yun Fu, offering real-time transcription, speaker identification, and OtterPilot for automated meeting notes. It integrates with Zoom, Microsoft Teams, and Google Meet, and serves individuals, businesses, and educational institutions from its Mountain View, California headquarters. Otter sells Pro and Business plans through self-serve checkout, while its Enterprise tier (SSO, SCIM, HIPAA add-on, Otter API) requires a sales demo.",
    "categorySlugs": [
      "ai-meeting-assistants"
    ],
    "subCategory": "Meeting Transcription & Notes",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "Mountain View, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Private (raised $10M round led by Docomo Ventures, 2020)",
    "totalRaisedUsd": 10000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Basic",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "300 transcription minutes/month, 3 lifetime file imports, max 30-min conversations",
          "keyFeatures": [
            "Live transcription",
            "Speaker ID",
            "Zoom/Teams/Google Meet integration",
            "Multi-language support"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 16.99,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "1,200 in-app minutes/month, 10 file imports/month, max 90-min conversations",
          "keyFeatures": [
            "Advanced AI workflows",
            "Unlimited storage",
            "Team vocabulary",
            "Salesforce/HubSpot integration"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 19.99,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited meetings/recordings, unlimited file imports, max 4-hour conversations",
          "keyFeatures": [
            "Custom AI workflows",
            "Enhanced admin tools",
            "3 concurrent meetings",
            "Prioritized support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited custom workflows and meetings",
          "keyFeatures": [
            "SSO",
            "SCIM",
            "Domain capture",
            "HIPAA add-on",
            "Otter API access",
            "Video replay"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://otter.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://otter.ai/enterprise",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 38,
      "discoverability": 45,
      "machineReadableContent": 30,
      "programmaticAccess": 35,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 65,
      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "HIPAA (Enterprise add-on)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "pagerduty",
    "name": "PagerDuty",
    "websiteUrl": "https://www.pagerduty.com",
    "oneLiner": "Digital operations platform for on-call scheduling, incident response, and AI-assisted automation across engineering teams.",
    "longDescription": "PagerDuty is an incident response and digital operations platform providing on-call scheduling, alerting, escalation policies, and AI-powered automation (PagerDuty Advance) with 750+ integrations into monitoring, ITSM, and chat tools. Founded in 2009 by Alex Solomon, Andrew Miklas, and Baskar Puvanathasan (incubated at Y Combinator) and headquartered in San Francisco, it went public on the NYSE (PD) in April 2019. Pricing is per-user/month across Free, Professional, and Business self-serve tiers, with a custom Enterprise tier sold via sales for advanced workflows and integrations.",
    "categorySlugs": [
      "devops-observability"
    ],
    "subCategory": "Incident Management & On-Call",
    "placementType": "organic",
    "foundedYear": 2009,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: PD, IPO 2019)",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/PagerDuty/pagerduty-mcp-server",
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "100 SMS/phone notifications/month",
          "keyFeatures": [
            "1 on-call schedule",
            "1 escalation policy",
            "750+ integrations"
          ],
          "overageRate": null
        },
        {
          "name": "Professional",
          "price": 21,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Basic chat (Slack/Teams)",
            "Multiple schedules/escalation policies",
            "Status pages (250 subscribers)",
            "PagerDuty Advance (1,000 AI actions)"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 41,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom fields",
            "Advanced ITSM integrations",
            "Internal status pages",
            "PagerDuty Advance (5,000 AI actions)"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Advanced workflows (conditionals, loops, delays)",
            "Up to 100 custom incident types",
            "ServiceNow bi-directional sync",
            "PagerDuty Advance (20,000 AI actions)"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.pagerduty.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.pagerduty.com/",
      "sdks": [
        "Go (go-pagerduty)",
        "Python (python-pagerduty)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/PagerDuty/pagerduty-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "incident management",
        "schedules",
        "escalation policies",
        "event orchestrations",
        "services",
        "teams",
        "users",
        "webhooks",
        "analytics"
      ],
      "resourcesExposed": [],
      "authMethod": "PagerDuty User API Token",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 64,
      "discoverability": 45,
      "machineReadableContent": 55,
      "programmaticAccess": 75,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 70,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001",
        "FedRAMP Low",
        "GDPR",
        "SOX"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://assurance.pagerduty.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 74
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "perplexity-sonar-api",
    "name": "Perplexity Sonar API",
    "websiteUrl": "https://docs.perplexity.ai",
    "oneLiner": "Usage-based Sonar model API for real-time, citation-backed web search and Q&A, alongside standalone Search and Embeddings APIs.",
    "longDescription": "Perplexity's Sonar API family (Sonar, Sonar Pro, Sonar Reasoning Pro, Sonar Deep Research) grounds LLM responses in real-time web search with inline citations, priced per input/output token plus a per-request search-context fee. It also offers a standalone Search API ($5 per 1,000 requests, no token charges) and an Embeddings API for RAG pipelines. Founded in August 2022 by Aravind Srinivas, Denis Yarats, Johnny Ho, and Andy Konwinski, and headquartered in San Francisco, Perplexity has raised hundreds of millions in venture funding and reached a valuation of roughly $21 billion in early 2026. The platform ships official Python and TypeScript SDKs and an official MCP server exposing search, ask, research, and reasoning tools.",
    "categorySlugs": [
      "ai-search-retrieval"
    ],
    "subCategory": "LLM-Grounded Web Search & Answer API",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series E",
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Sonar",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$1 per 1M input tokens, $1 per 1M output tokens",
          "keyFeatures": [
            "Lightweight, cost-efficient search-grounded model",
            "Per-1K-request fee based on search context size (low/medium/high)"
          ],
          "overageRate": "$5-6 (low), $8-10 (medium), $12-14 (high) per 1,000 requests"
        },
        {
          "name": "Sonar Pro",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$3 per 1M input tokens, $15 per 1M output tokens",
          "keyFeatures": [
            "Advanced search-grounded model for complex, multi-step queries",
            "Higher search context depth"
          ],
          "overageRate": "Same per-1,000-request search-context fees as Sonar"
        },
        {
          "name": "Sonar Reasoning Pro",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$2 per 1M input tokens, $8 per 1M output tokens",
          "keyFeatures": [
            "Chain-of-thought reasoning with web search grounding"
          ],
          "overageRate": null
        },
        {
          "name": "Sonar Deep Research",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$2 per 1M input tokens, $8 per 1M output tokens, plus $2 per 1M citation tokens and $3 per 1M reasoning tokens",
          "keyFeatures": [
            "Multi-step deep research reports with citations"
          ],
          "overageRate": null
        },
        {
          "name": "Search API",
          "price": 5,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$5 per 1,000 search requests",
          "keyFeatures": [
            "Ranked web search results with advanced filtering",
            "No token-based charges"
          ],
          "overageRate": "$5 per 1,000 requests"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://docs.perplexity.ai/getting-started/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "North America"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.perplexity.ai",
      "sdks": [
        "Python",
        "TypeScript/Node.js"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/perplexityai/modelcontextprotocol",
      "transport": "stdio",
      "toolsExposed": [
        "perplexity_search",
        "perplexity_ask",
        "perplexity_research",
        "perplexity_reason"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (PERPLEXITY_API_KEY environment variable)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 87,
      "discoverability": 85,
      "machineReadableContent": 88,
      "programmaticAccess": 90,
      "mcpAgentSupport": 88,
      "selfServeTransactability": 82,
      "transparency": 88,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA gap assessment (2025)",
        "CAIQ-Lite"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.perplexity.ai",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "pika",
    "name": "Pika",
    "websiteUrl": "https://pika.art",
    "oneLiner": "Consumer and creator-focused AI video generation app with a Claude/agent-ready MCP server exposing 58 media tools.",
    "longDescription": "Pika (Pika Labs) is a Palo Alto-based generative video AI startup offering an app for text-to-video, image-to-video, and stylized video effects (Pikaffects, Pikaswaps, Pikaframes) aimed at consumers and creators. Beyond its credit-based subscription tiers, Pika has published an official remote MCP server (mcp.pika.me) and a Claude Code plugin exposing dozens of atomic media-generation and editing tools with OAuth-based authentication, plus API access via a third-party inference marketplace (Fal AI). Founded in 2023 by Demi Guo and Chenlin Meng, Pika has raised venture funding from investors including Lightspeed Venture Partners.",
    "categorySlugs": [
      "video-generation-ai"
    ],
    "subCategory": "Text-to-Video / Creative Video Effects",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "Palo Alto, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/Pika-Labs/Pika-Plugins",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "80 video credits/month",
          "keyFeatures": [
            "Pika 2.5 (480p only)",
            "Pikascenes, Pikadditions, Pikaswaps, Pikatwists, Pikaffects",
            "Image-to-video only",
            "No commercial use"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 8,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "700 credits/month (billed yearly)",
          "keyFeatures": [
            "All Pika 2.5 resolutions",
            "Pikaframes and all editing features",
            "Commercial use",
            "Watermark-free downloads"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 28,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "2,300 credits/month (billed yearly)",
          "keyFeatures": [
            "Faster generations than Standard",
            "All features",
            "Commercial use"
          ],
          "overageRate": null
        },
        {
          "name": "Fancy",
          "price": 76,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "6,000 credits/month (billed yearly)",
          "keyFeatures": [
            "Fastest generations",
            "All features and commercial use"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://pika.art/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://pika.art/api",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/Pika-Labs/Pika-Plugins",
      "transport": "http",
      "toolsExposed": [
        "image/video/lipsync/music/speech generation",
        "keyframes and reference video",
        "generative video edit (cut/extend/remix)",
        "scene composition and inpainting",
        "clip trimming, captions, beat-sync",
        "screenshot/frame/audio capture",
        "media analysis and transcription",
        "avatar/voice/persona identity management",
        "character and voice reference cloning",
        "third-party connectors",
        "ad/social scraping",
        "web publishing and task management"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth via /mcp sign-in, or MCP_AUTH_TOKEN developer key for headless use",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 70,
      "discoverability": 55,
      "machineReadableContent": 62,
      "programmaticAccess": 70,
      "mcpAgentSupport": 88,
      "selfServeTransactability": 80,
      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "pinecone",
    "name": "Pinecone",
    "websiteUrl": "https://www.pinecone.io",
    "oneLiner": "Fully-managed, serverless vector database with usage-based pricing for building AI search, RAG, and recommendation applications at scale.",
    "longDescription": "Pinecone is a fully-managed, serverless vector database purpose-built for AI applications such as semantic search, RAG, and recommendation systems, offering integrated embedding/inference so teams can skip standing up separate embedding infrastructure. It runs exclusively as a cloud service (including a Bring-Your-Own-Cloud option) across AWS, GCP, and Azure, with self-serve Starter/Builder/Standard plans and a custom Enterprise/BYOC tier for larger organizations. Founded in 2019 and headquartered in New York City, Pinecone raised a $100M Series B in April 2023 led by Andreessen Horowitz at a $750M valuation.",
    "categorySlugs": [
      "vector-databases"
    ],
    "subCategory": "Managed Vector Database",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Starter",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2GB storage, 2M write units/month, 1M read units/month",
          "keyFeatures": [
            "Dense, sparse, and full-text indexes",
            "Console metrics",
            "Community support via Discord",
            "No credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Builder",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10GB storage, 5M write units/month, 2M read units/month",
          "keyFeatures": [
            "Everything in Starter with higher limits",
            "Multiple projects/users",
            "Free support included"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 50,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "$50/month minimum, pay-as-you-go beyond that",
          "keyFeatures": [
            "Unlimited storage",
            "Dedicated read nodes",
            "Backup/restore",
            "RBAC",
            "SAML SSO"
          ],
          "overageRate": "$0.33/GB/month storage; $16-$18 per million read units; $4-$4.50 per million write units"
        },
        {
          "name": "Enterprise",
          "price": 500,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "$500/month minimum, pay-as-you-go beyond that",
          "keyFeatures": [
            "99.95% uptime SLA",
            "Private networking",
            "Customer-managed encryption keys",
            "Audit logs",
            "Pro support"
          ],
          "overageRate": "Pay-as-you-go beyond $500 minimum"
        },
        {
          "name": "Bring Your Own Cloud (BYOC)",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Pinecone deployed inside customer's cloud account",
            "Pro support included"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.pinecone.io/pricing/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.pinecone.io",
      "sdks": [
        "Python",
        "Node.js",
        "Java",
        "Go",
        "CLI"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/pinecone-io/pinecone-mcp",
      "transport": "stdio",
      "toolsExposed": [
        "search-docs",
        "list-indexes",
        "describe-index",
        "describe-index-stats",
        "create-index-for-model",
        "upsert-records",
        "search-records",
        "cascading-search",
        "rerank-documents"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (PINECONE_API_KEY environment variable)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 81,
      "discoverability": 75,
      "machineReadableContent": 85,
      "programmaticAccess": 90,
      "mcpAgentSupport": 70,
      "selfServeTransactability": 80,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO/IEC 27001:2022",
        "HIPAA",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.pinecone.io/",
      "pentestReportAvailable": true
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "pipedrive",
    "name": "Pipedrive",
    "websiteUrl": "https://www.pipedrive.com",
    "oneLiner": "Sales-pipeline-first CRM for SMBs with fully self-serve checkout, SSO on every tier, and a 14-day trial — but no official MCP server yet.",
    "longDescription": "Pipedrive is a visual, pipeline-centric CRM built for small and mid-sized sales teams, sold across four self-serve tiers (Lite, Growth, Premium, Ultimate) with a 14-day free trial and no permanent free tier. Unusually, SAML-based SSO is included on every plan rather than gated to a top tier, and the company publishes SOC 2/SOC 3/ISO 27001/27701 and GDPR compliance documentation. Pipedrive offers REST APIs (v1 and v2) with official Node.js and PHP SDKs, but as of this research has no official first-party MCP server — only community-built ones exist on GitHub. Founded in 2010 in Tallinn, Estonia (now HQ'd in New York), Pipedrive was acquired by Vista Equity Partners in 2020 in a deal reported to value it at roughly $1.5B.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "SMB Sales Pipeline CRM",
    "placementType": "organic",
    "foundedYear": 2010,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
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            "Pipeline/lead/calendar management",
            "AI-powered reporting",
            "500+ integrations"
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            "Meeting scheduler"
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            "Lead gen/routing (LeadBooster)",
            "Custom lead scoring",
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            "AI multi-email tools",
            "Contracts/e-signatures"
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            "Account security rules/alerts",
            "Phone & email data enrichment",
            "Sandbox account",
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        "cloud"
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      "supportedClouds": [
        "AWS"
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      "dataResidencyOptions": [
        "US",
        "EU"
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    "api": {
      "available": true,
      "type": [
        "rest"
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      "docsUrl": "https://developers.pipedrive.com/docs/api/v1",
      "sdks": [
        "Node.js",
        "PHP"
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  {
    "slug": "playht",
    "name": "PlayHT",
    "websiteUrl": "https://play.ai",
    "oneLiner": "Rebranded as Play AI, this voice-cloning and conversational-agent API was acquired by Meta in 2025 and shut down by early 2026.",
    "longDescription": "PlayHT (later rebranded Play/PlayAI) was a San Francisco voice-AI startup founded in 2021 by Hammad Syed and Mahmoud Felfel, a Y Combinator W23 company offering low-latency text-to-speech, voice cloning, and conversational voice-agent APIs with tiered self-serve pricing from Free up through a custom Enterprise plan. Meta acquired the company in a talent acquisition around July 2025; by January 11, 2026 the play.ai homepage displayed a banner reading 'We have shut down the service. Thank you for being part of our journey,' the site returned HTTP 404 by mid-February 2026, and as of this research (July 2026) the play.ai and play.ht domains no longer resolve at all. Its GitHub organization (Python and Node.js SDKs) is now archived/inactive.",
    "categorySlugs": [
      "voice-speech-ai"
    ],
    "subCategory": "Text-to-Speech, Voice Cloning & Conversational Voice Agents (Discontinued)",
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      "model": "freemium",
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          "keyFeatures": [
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            "3 concurrent playnotes/TTS/conversations",
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          "keyFeatures": [
            "10 concurrent playnotes/TTS/conversations",
            "Premium support",
            "Most popular tier"
          ],
          "overageRate": "$0.14 per extra minute"
        },
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          "name": "Scale",
          "price": 299,
          "currency": "USD",
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          "usageIncluded": "2,500 minutes of speech credits/month",
          "keyFeatures": [
            "15 concurrent playnotes/TTS/conversations",
            "Premium support"
          ],
          "overageRate": "$0.11 per extra minute"
        },
        {
          "name": "Business",
          "price": 999,
          "currency": "USD",
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          "keyFeatures": [
            "25 concurrent playnotes/TTS/conversations",
            "Premium support"
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        },
        {
          "name": "Enterprise",
          "price": null,
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          "keyFeatures": [
            "Volume discounts",
            "1000+ rate limits and spike usage",
            "Enterprise SLA",
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            "Phone numbers"
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      "hasFreeTier": true,
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        "on_prem"
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    },
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      "type": [
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      "docsUrl": "https://play.ai/docs",
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        "Node.js"
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    "slug": "portkey",
    "name": "Portkey",
    "websiteUrl": "https://portkey.ai",
    "oneLiner": "AI gateway and control panel for routing, observing, and governing LLM and agent traffic across 1,600+ models.",
    "longDescription": "Portkey is an AI gateway that gives teams a single API to route requests across 1,600+ LLMs with automatic fallbacks, load balancing, caching, and 50+ guardrails. Its hosted control plane adds logging, prompt management, cost tracking, and enterprise governance (RBAC, SSO, budgets), while the core gateway is also available as an open-source, self-hostable component. Founded in 2023 and backed by Lightspeed and Elevation Capital, Portkey targets teams shipping production LLM and agent applications.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "AI Gateway",
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    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
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    "fundingStage": "Series A",
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    "githubRepoUrl": "https://github.com/Portkey-AI/gateway",
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      "model": "freemium",
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            "Routing & load balancing",
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          "keyFeatures": [
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            "30-day metrics retention",
            "3 prompt templates",
            "Simple caching",
            "Deterministic guardrails",
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        },
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          "name": "Production",
          "price": 49,
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          "usageIncluded": "100k recorded logs/month",
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            "30-day log retention",
            "90-day metrics retention",
            "Unlimited prompt templates",
            "RBAC",
            "Service account API keys",
            "SSO"
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          "overageRate": "$9 per additional 100k requests"
        },
        {
          "name": "Enterprise",
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          "usageIncluded": "10M+ recorded logs/month",
          "keyFeatures": [
            "Custom retention",
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            "Advanced evaluation templates",
            "Private cloud/VPC/air-gapped deployment",
            "SOC2, ISO27001, GDPR, HIPAA, custom BAAs",
            "24/7 priority support"
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      "hasFreeTier": true,
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      "pricingPageUrl": "https://portkey.ai/pricing",
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        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "Custom (Enterprise VPC / air-gapped)"
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    },
    "api": {
      "available": true,
      "type": [
        "rest"
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      "docsUrl": "https://portkey.ai/docs",
      "sdks": [
        "Python",
        "Node.js/JavaScript"
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    },
    "mcp": {
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
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      "methodologyVersion": "crail-ar-v0.1"
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    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "GDPR",
        "HIPAA"
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      "trustCenterUrl": "https://trust.portkey.ai",
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  {
    "slug": "qdrant",
    "name": "Qdrant",
    "websiteUrl": "https://qdrant.tech",
    "oneLiner": "Open-source, Rust-built vector database and search engine for RAG and AI apps, available self-hosted or via managed Qdrant Cloud.",
    "longDescription": "Qdrant is an open-source (Apache 2.0), Rust-built vector similarity search engine offering the Query API, hybrid search, and multivector representations for RAG and AI retrieval workloads. It can be self-hosted for free, or consumed via Managed Cloud, Hybrid Cloud, or Private Cloud deployment options spanning AWS, GCP, and Azure, with usage-based Standard pricing and a sales-assisted Premium tier for SSO and private networking. Founded in 2021 by Andre Zayarni and Andrey Vasnetsov and headquartered in Berlin, Germany, Qdrant has raised roughly $87.8M total, including a $50M Series B announced in March 2026 led by AVP.",
    "categorySlugs": [
      "vector-databases"
    ],
    "subCategory": "Open-Source Vector Database",
    "placementType": "organic",
    "foundedYear": 2021,
    "hqLocation": "Berlin, Germany",
    "companySizeFit": [
      "startup",
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      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 87800000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/qdrant/qdrant",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free Tier",
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          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1GB RAM, 4GB disk, single-node cluster",
          "keyFeatures": [
            "Free cloud inference with selected models",
            "No uptime SLA"
          ],
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        },
        {
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          "usageIncluded": "Dedicated, scalable infrastructure billed hourly",
          "keyFeatures": [
            "Vertical/horizontal scaling",
            "High availability",
            "Backup & disaster recovery",
            "99.5% (single-AZ) or 99.95% (multi-AZ) uptime SLA",
            "Standard support (10h/day business hours)"
          ],
          "overageRate": "Hourly billing for vCPU, memory, storage, backup storage, and paid inference tokens"
        },
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          "name": "Premium",
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          "keyFeatures": [
            "Minimum spend, contact sales",
            "SSO",
            "Private VPC links",
            "Additional security features",
            "99.9% uptime SLA",
            "24/7 premium support"
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      ],
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      "pricingPageUrl": "https://qdrant.tech/pricing/",
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        "self_hosted",
        "hybrid",
        "on_prem"
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        "AWS",
        "GCP",
        "Azure"
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        "US",
        "EU"
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    "api": {
      "available": true,
      "type": [
        "rest",
        "grpc"
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      "openapiSpecUrl": "https://api.qdrant.tech/api-reference",
      "docsUrl": "https://qdrant.tech/documentation/",
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        "Python",
        "JS/TS",
        "Rust",
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        "Java"
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    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/qdrant/mcp-server-qdrant",
      "transport": "stdio",
      "toolsExposed": [
        "qdrant-store",
        "qdrant-find"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (QDRANT_API_KEY env var) or local path mode; also supports sse and streamable-http transports",
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    "claudeSkillPublished": false,
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  {
    "slug": "qualified",
    "name": "Qualified (Piper AI SDR)",
    "websiteUrl": "https://www.qualified.com",
    "oneLiner": "Agentic marketing platform built around Piper, an AI SDR that converts website visitors and free-trial users into pipeline via chat, email, and meetings.",
    "longDescription": "Qualified's Piper AI SDR agent engages B2B buyers across website conversations (text/voice/video), email nurture, meeting scheduling, and personalized offers, integrating with Salesforce, HubSpot, Marketo, Gong, Outreach, Salesloft, Demandbase, and 6sense. Co-founded by Kraig Swensrud (CEO) and fellow Salesforce alumni, the San Francisco company was a Salesforce Ventures portfolio company and AppExchange partner before Salesforce signed a definitive agreement in December 2025 to acquire it (deal completed April 1, 2026), folding Piper into the Agentforce platform. Pricing across its Premier, Enterprise, and Ultimate tiers is entirely custom-quoted, with no published prices, no free tier, and every deal requiring a sales conversation.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "AI SDR / Agentic Marketing",
    "placementType": "organic",
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
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    "fundingStage": "Acquired",
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          "keyFeatures": [
            "Website video/voice/text conversations",
            "Sales meeting scheduling",
            "Personalized AI-generated emails",
            "Marketing offer nurturing",
            "Slack collaboration",
            "Enterprise SSO",
            "Multi-language support"
          ],
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        },
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          "keyFeatures": [
            "Enterprise-grade APIs",
            "Custom data retention policies",
            "Third-party intent signals",
            "Salesforce sandbox support",
            "Multiple websites/brands"
          ],
          "overageRate": null
        },
        {
          "name": "Ultimate",
          "price": null,
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          "keyFeatures": [
            "Multiple agent profiles",
            "Multiple production instances",
            "High-volume website support",
            "Large contact database capacity"
          ],
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        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.qualified.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.qualified.com/developers",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
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      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
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      "transparency": 45,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": true,
      "subProcessorListUrl": "https://www.qualified.com/legal/subprocessors"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "recraft",
    "name": "Recraft",
    "websiteUrl": "https://www.recraft.ai",
    "oneLiner": "Design-focused AI image and vector generation platform with pay-per-credit API, an official remote MCP server, and team SSO.",
    "longDescription": "Recraft is a design-oriented generative AI platform for raster and vector image creation, editing, backgrounds, and upscaling, serving over 3 million users including brands like Ogilvy, HubSpot, and Netflix. It offers a freemium web app (Free/Basic/Pro/Teams, with Teams including SSO) plus a prepaid-credit REST API spanning its V2-V4.1 model generations, and publishes an AI-readable llms.txt documentation index with exact machine-readable pricing. Founded in 2022 and headquartered in London, UK, Recraft raised a $30M Series B led by Accel in May 2025.",
    "categorySlugs": [
      "image-generation-ai"
    ],
    "subCategory": "Design-Focused Image & Vector Generation",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Daily credit reset; up to 3 image uploads/day, 2 images per prompt",
          "keyFeatures": [
            "Public images only (appear in community gallery)",
            "Raster and vector generation access",
            "Basic editing tools"
          ],
          "overageRate": null
        },
        {
          "name": "Basic",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1,000 credits/month",
          "keyFeatures": [
            "Private image generation",
            "Full commercial usage rights",
            "Annual billing available at $10/mo (~20% discount)",
            "Non-expiring top-up credits"
          ],
          "overageRate": "Top-up credit packages, never expire"
        },
        {
          "name": "Pro",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2,000 credits/month, scalable to 4,000/8,000/16,000 credits at $40/$80/$160 per month",
          "keyFeatures": [
            "Private image generation",
            "Full commercial usage rights",
            "Annual billing ~20% discount",
            "Non-expiring top-up credits"
          ],
          "overageRate": "Top-up credit packages, never expire"
        },
        {
          "name": "Teams",
          "price": 22,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "2,000 credits/month, scalable to 4,000/8,000/16,000 credits at $44/$70/$176 per month",
          "keyFeatures": [
            "Shared custom styles",
            "Centralized account management",
            "Single Sign-On (SSO)",
            "Premium 24/7 support"
          ],
          "overageRate": "Top-up credit packages, never expire"
        },
        {
          "name": "API Credits (Pay-as-you-go)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "$1 = 1,000 API units; e.g. V4.1 raster image = 35 units ($0.035), V4.1 Pro = 210 units ($0.21), vectorization/background removal = 10 units ($0.01)",
          "keyFeatures": [
            "Non-cancellable, non-refundable, non-expiring unit packages",
            "All model generations V2 through V4.1 available via API",
            "Per-operation pricing (generation, editing, vectorization, upscaling)"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.recraft.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.recraft.ai/docs",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/recraft-ai/mcp-recraft-server",
      "transport": "http",
      "toolsExposed": [
        "generate_image",
        "create_style",
        "vectorize_image",
        "image_to_image",
        "remove_background",
        "replace_background",
        "crisp_upscale",
        "creative_upscale",
        "get_user"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth via official hosted remote server at mcp.recraft.ai/mcp (the original stdio npm server, RECRAFT_API_KEY-based, is archived as of July 2026)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 82,
      "discoverability": 85,
      "machineReadableContent": 88,
      "programmaticAccess": 70,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 88,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "regie-ai",
    "name": "Regie.ai",
    "websiteUrl": "https://www.regie.ai",
    "oneLiner": "AI-native sales engagement platform pairing prospecting AI agents with human reps to automate outbound email, dialing, and social sequencing.",
    "longDescription": "Regie.ai's RegieOne platform automates outbound prospecting — signal-based targeting, research, personalized sequencing, and an AI/parallel dialer — across email, phone, and LinkedIn, with full API integrations into Outreach, Salesloft, and Salesforce. Founded in 2021 by Srinath Sridhar (CEO) and Matt Millen (President, ex-Outreach), the company has raised over $50M including a $30M Series B in 2025 from Khosla Ventures, Foundation Capital, Scale Venture Partners, and others. Pricing is seat-based on annual contracts with credit-based data add-ons; there is no self-serve checkout, free tier, or public trial — every plan is sold through a sales conversation.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "AI Sales Engagement & Outbound Prospecting",
    "placementType": "organic",
    "foundedYear": 2021,
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 50000000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "AI SEP",
          "price": 180,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": null,
          "keyFeatures": [
            "Power dialer",
            "Sequencing",
            "Intent prioritization",
            "Basic analytics"
          ],
          "overageRate": null
        },
        {
          "name": "Force Multiplier Rep",
          "price": 499,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "120,000 AI + enrichment credits/month",
          "keyFeatures": [
            "Parallel dialer",
            "Custom research agents",
            "Bounce/job verification",
            "AI + enrichment credits"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Flexible seat bundles",
            "Dedicated IP/domain strategy",
            "Professional services"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.regie.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "docsUrl": "https://www.regie.ai/integrations",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 28,
      "discoverability": 55,
      "machineReadableContent": 30,
      "programmaticAccess": 15,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 10,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "GDPR"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": "undocumented",
      "auditLogAvailable": true,
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "replicate",
    "name": "Replicate",
    "websiteUrl": "https://replicate.com",
    "oneLiner": "Run and fine-tune thousands of open-source ML models via a simple pay-per-second API; now part of Cloudflare.",
    "longDescription": "Replicate lets developers run, fine-tune, and deploy thousands of public and custom machine-learning models (image, video, text, audio) through a simple REST API and Cog, its open-source model-packaging format, billed per second of compute or per output unit with no idle charges. Founded in San Francisco in 2019 (YC W20) by Ben Firshman and Andreas Jansson, Replicate raised a $40M Series B led by a16z before being acquired by Cloudflare (announced November 2025), and continues to operate under its own brand and API. It offers official Python and JavaScript SDKs, a public OpenAPI spec, and an official alpha-stage MCP server (built by Stainless) for coding agents.",
    "categorySlugs": [
      "model-hosting-inference"
    ],
    "subCategory": "Serverless ML Model API Marketplace",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by Cloudflare (Nov 2025)",
    "totalRaisedUsd": 40000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/replicate/cog",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Public Models (Pay-per-use)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Billed per second, per output, or per token depending on the model",
          "keyFeatures": [
            "Claude 3.7 Sonnet: $3.00/1M input tokens, $0.015/1K output tokens",
            "FLUX 1.1 Pro: $0.04/output image",
            "Video generation: $0.09-$0.25/second"
          ],
          "overageRate": null
        },
        {
          "name": "Hardware (Private/Custom Models)",
          "price": 0.0014,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Per second of compute, scales to zero",
          "keyFeatures": [
            "CPU: $0.000025-$0.0001/sec",
            "A100 80GB: $0.0014/sec",
            "H100: $0.001525/sec",
            "Multi-GPU up to 8x H100: $0.0122/sec"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise & Volume",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Dedicated account manager",
            "Priority support and performance SLAs",
            "Higher GPU limits, volume discounts"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://replicate.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "GCP"
      ],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "openapiSpecUrl": "https://api.replicate.com/openapi.json",
      "docsUrl": "https://replicate.com/docs",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/replicate/replicate-mcp-code-mode",
      "transport": "stdio",
      "toolsExposed": [
        "docs search",
        "TypeScript code execution (sandboxed)"
      ],
      "resourcesExposed": [],
      "authMethod": "REPLICATE_API_TOKEN environment variable",
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/replicate/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 77,
      "discoverability": 60,
      "machineReadableContent": 78,
      "programmaticAccess": 92,
      "mcpAgentSupport": 68,
      "selfServeTransactability": 90,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": "https://replicate.com/docs/topics/site-policy/subprocessors"
    },
    "healthSignals": {
      "githubStars": 9449
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "replit-agent",
    "name": "Replit Agent",
    "websiteUrl": "https://replit.com",
    "oneLiner": "Cloud-based AI coding agent that builds, tests, and deploys full software projects end-to-end inside Replit's browser IDE.",
    "longDescription": "Replit Agent is an autonomous AI coding agent embedded in Replit's cloud IDE that plans, writes, runs, debugs, and deploys applications from natural-language prompts. It ships across a free Starter tier plus self-serve Core and Pro subscriptions, and as of May 2026 its Enterprise tier also became fully self-serve (credit card or ACH) with an optional sales-assisted path for single-tenant/dedicated GCP deployment. Replit itself is cloud-only, built on Google Cloud Platform, with no self-hosted or on-prem option.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "Cloud AI app-building agent & IDE",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/replit/replit-py",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Starter (Free)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Daily free Agent credits",
          "keyFeatures": [
            "Built-in DB",
            "Design tools",
            "Up to 1 published project",
            "Private/password-protected deployments"
          ],
          "overageRate": null
        },
        {
          "name": "Core",
          "price": 25,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "$25/mo in usage credits ($20/mo if billed annually)",
          "keyFeatures": [
            "Up to 5 collaborators",
            "2 parallel agents",
            "Unlimited workspaces",
            "Badge removal"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 100,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 15,
          "usageIncluded": "$100/mo in usage credits ($95/mo if billed annually)",
          "keyFeatures": [
            "Up to 15 collaborators + 50 viewers",
            "10 parallel agents",
            "Most capable models",
            "28-day DB rollback",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Annual credit commitment",
          "keyFeatures": [
            "SSO/SCIM",
            "Audit logs",
            "Self-serve (credit card/ACH) or sales-assisted single-tenant/dedicated GCP deployment"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://replit.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "GCP"
      ],
      "dataResidencyOptions": [
        "US (default)",
        "EU (available for Enterprise)"
      ]
    },
    "api": {
      "available": true,
      "type": [],
      "docsUrl": "https://docs.replit.com",
      "sdks": [
        "replit-py"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 59,
      "discoverability": 65,
      "machineReadableContent": 65,
      "programmaticAccess": 35,
      "mcpAgentSupport": 30,
      "selfServeTransactability": 90,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.replit.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "rippling",
    "name": "Rippling",
    "websiteUrl": "https://www.rippling.com",
    "oneLiner": "Unified HR, IT, payroll, and finance platform that manages employee data as a single source of truth for growing companies.",
    "longDescription": "Rippling is an all-in-one workforce management platform combining HR, IT device/app management, payroll, benefits, and spend management on a single employee-data system of record. Founded in 2016 and headquartered in San Francisco, it serves companies from early-stage startups to enterprises with 10,000+ employees and has raised large late-stage rounds at multi-billion-dollar valuations. Pricing is entirely quote-based via demo request, but the company publishes a documented REST API, a partner app-marketplace program, and extensive SOC 2/ISO/HIPAA/GDPR compliance documentation.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "Unified HR, IT & Finance Platform",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series G",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Custom Enterprise Quote",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "HCM / HRIS",
            "Global payroll",
            "IT device & app management",
            "Spend management",
            "Global EOR/employment",
            "Benefits administration"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.rippling.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.rippling.com/documentation/rest-api",
      "sdks": [
        "JavaScript"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 42,
      "discoverability": 80,
      "machineReadableContent": 55,
      "programmaticAccess": 40,
      "mcpAgentSupport": 10,
      "selfServeTransactability": 10,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1 Type II",
        "SOC 2 Type II",
        "SOC 3",
        "ISO 27001",
        "ISO 27018",
        "ISO 42001",
        "CSA STAR Level 2",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.rippling.com/trust/security",
      "pentestReportAvailable": "undocumented",
      "subProcessorListUrl": "https://www.rippling.com/trust/security"
    },
    "healthSignals": {
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.8,
        "reviewCount": 10490,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "rox",
    "name": "Rox",
    "websiteUrl": "https://www.rox.com",
    "oneLiner": "Enterprise AI sales agent (\"Revenue on Autopilot for the Global 2000\") that runs account research, pipeline generation, and deal execution for AEs.",
    "longDescription": "Rox positions itself as an AI agent \"swarm\" for enterprise Account Executives, handling account research, contact/company enrichment, meeting briefs, and pipeline execution, with integrations into Salesforce, HubSpot, Gmail, Outlook, and Slack. Headquartered in San Francisco and targeting Global 2000 companies (customers cited include MongoDB and Cloud Software Group), Rox is unusual among enterprise sales-agent tools for offering genuine self-serve entry: a permanently free Starter tier (2,000 agent actions/month) and a $50/month Core tier (5,000 agent actions/month), with only its top Enterprise tier requiring a sales call. Its trust center (Secureframe-based) confirms SOC 2 Type II and annual third-party penetration testing; ISO 27001 is in progress rather than certified.",
    "categorySlugs": [
      "ai-sales-agents"
    ],
    "subCategory": "AI Sales Agent for Enterprise Account Executives",
    "placementType": "organic",
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Starter",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "2,000 agent actions/month",
          "keyFeatures": [
            "Account research",
            "People insights",
            "Pipeline generation",
            "Meeting briefs",
            "Contact/company enrichment"
          ],
          "overageRate": null
        },
        {
          "name": "Core",
          "price": 50,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "5,000 agent actions/month",
          "keyFeatures": [
            "Account research",
            "People insights",
            "Pipeline generation",
            "Meeting briefs",
            "Contact/company enrichment",
            "Early renewal when allowance exhausted"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Custom agent-action volume",
            "Team deployment for Global 2000 sales orgs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.rox.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://run.rox.com",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 44,
      "discoverability": 55,
      "machineReadableContent": 30,
      "programmaticAccess": 40,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 75,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "GDPR"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.rox.com/",
      "pentestReportAvailable": true,
      "subProcessorListUrl": "https://docs.google.com/document/d/e/2PACX-1vQl5mqWohdM-CHkz-86n3-C_VVAEonCsZH8B5yJVZoy9bQpwpCGA5SOlDvvmDD_1ZiOYXMZOELXbzeg/pub"
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    "healthSignals": {},
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    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "runway",
    "name": "Runway",
    "websiteUrl": "https://runway.com",
    "oneLiner": "Generative video AI platform (Gen-4/Gen-4.5) with consumer app tiers and a pay-per-credit developer API.",
    "longDescription": "Runway is a New York-based applied AI research company building generative video, image, and world-simulation models (Gen-4, Gen-4.5, Gen-4 Turbo, Aleph) used for filmmaking, VFX, and creative production. It offers both a subscription creative app and a self-serve, pay-per-credit developer API/SDK (Python, Node/TypeScript, React) for embedding generation into third-party products, plus an official MCP server for agent integrations. Founded in 2018 by Cristóbal Valenzuela, Alejandro Matamala, and Anastasis Germanidis, Runway has raised roughly $547M and was valued at over $3B as of an April 2025 funding round.",
    "categorySlugs": [
      "video-generation-ai"
    ],
    "subCategory": "Text-to-Video / Image-to-Video Generation",
    "placementType": "organic",
    "foundedYear": 2018,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Late-stage private",
    "totalRaisedUsd": 547500000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "125 one-time, non-expiring credits",
          "keyFeatures": [
            "Gen-4 Turbo video",
            "Gen-4/Gemini image generation",
            "Text-to-speech",
            "3 video editor projects",
            "5GB storage"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "625 credits/month (annual billing; $15/mo month-to-month)",
          "keyFeatures": [
            "All AI image/video models",
            "4K upscaling",
            "No watermarks",
            "~52s of Gen-4.5 or 104s of Gen-4 Turbo per month"
          ],
          "overageRate": "Additional credits sold in blocks of 1,000+ at $0.01/credit"
        },
        {
          "name": "Pro",
          "price": 28,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "2,250 credits/month (annual billing; $35/mo month-to-month)",
          "keyFeatures": [
            "Everything in Standard",
            "Custom voice creation",
            "500GB storage",
            "Early model access"
          ],
          "overageRate": "Additional credits at $0.01/credit"
        },
        {
          "name": "Max",
          "price": 76,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "9,500 credits/month, 1-month rollover (annual billing; $95/mo month-to-month)",
          "keyFeatures": [
            "Everything in Pro",
            "Credit rollover",
            "First access to new models",
            "Highest generation volume"
          ],
          "overageRate": "Additional credits at $0.01/credit"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom credit packages",
          "keyFeatures": [
            "Everything in Max",
            "SSO",
            "Workspace analytics",
            "Configurable teamspaces",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Developer API",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay-per-credit at $0.01/credit",
          "keyFeatures": [
            "Gen-4 Turbo: 5 credits/sec of video",
            "Gen-4.5: 12 credits/sec of video",
            "Gen-4 Image Turbo: 2 credits/image",
            "Self-serve signup via dev portal, no minimum spend disclosed"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://runway.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.dev.runwayml.com/",
      "sdks": [
        "Python",
        "Node/TS",
        "React"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/runwayml/runway-api-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "image generation",
        "video generation",
        "video upscaling",
        "video editing",
        "text-to-speech",
        "task management (get/cancel)",
        "model listing",
        "organization info"
      ],
      "resourcesExposed": [],
      "authMethod": "RUNWAYML_API_SECRET (local) or Bearer token (remote)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 74,
      "discoverability": 70,
      "machineReadableContent": 72,
      "programmaticAccess": 88,
      "mcpAgentSupport": 78,
      "selfServeTransactability": 82,
      "transparency": 58,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 21
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "rytr",
    "name": "Rytr",
    "websiteUrl": "https://rytr.me",
    "oneLiner": "Affordable AI content-generation assistant with 40+ use-case templates, 30+ languages, and a pay-as-you-go developer API.",
    "longDescription": "Rytr (operated by Rytr LLC) is a budget-focused AI writing assistant covering 40+ use cases such as blog posts, emails, ads, and SEO meta content, in 30+ languages, with a Chrome extension and tone/brand-voice customization. It reports serving 8M+ users and offers a permanent free tier alongside low-cost Unlimited and Premium subscription plans, plus a separate pay-as-you-go REST API for developers with no long-term contract required. In December 2024 the FTC finalized an order against Rytr concerning AI-generated review/testimonial content, a notable regulatory data point for prospective enterprise buyers.",
    "categorySlugs": [
      "ai-writing-assistants"
    ],
    "subCategory": "AI Content Generation Assistant",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10,000 characters/month",
          "keyFeatures": [
            "1 language",
            "No tone matching",
            "No plagiarism checks",
            "Chrome extension access"
          ],
          "overageRate": null
        },
        {
          "name": "Unlimited",
          "price": 7.5,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited generations; 2x character input limit vs Free",
          "keyFeatures": [
            "Unlimited generations",
            "1 tone match",
            "50 plagiarism checks/month",
            "1 language",
            "Yearly billing discount (~2 months free)"
          ],
          "overageRate": null
        },
        {
          "name": "Premium",
          "price": 24.16,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited generations; 3x character input limit vs Free",
          "keyFeatures": [
            "Unlimited generations",
            "Multiple tone matching",
            "100 plagiarism checks/month",
            "35+ languages",
            "Custom use cases",
            "Priority support",
            "Yearly billing discount"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://rytr.me/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://github.com/rytr-me/documentation",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 54,
      "discoverability": 55,
      "machineReadableContent": 55,
      "programmaticAccess": 65,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 90,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "salesforce-sales-cloud",
    "name": "Salesforce Sales Cloud",
    "websiteUrl": "https://www.salesforce.com/sales/",
    "oneLiner": "Market-leading enterprise CRM and sales force automation platform, from free small-business Suites to AI-agent-powered Agentforce 1 Sales.",
    "longDescription": "Salesforce Sales Cloud is the original and most widely deployed enterprise CRM, offering account/opportunity management, forecasting, and workflow automation on the Salesforce Platform. Pricing spans a capped Free Suite and self-serve Starter/Pro Suites for small businesses up through sales-assisted Enterprise, Unlimited, and Agentforce 1 Sales editions that bundle Salesforce's Agentforce AI agents. The company runs on its own Hyperforce public-cloud infrastructure with regional data residency, exposes REST/SOAP/Bulk/GraphQL/Streaming APIs, and publishes an official open-source MCP server (@salesforce/mcp) for developer tooling. Salesforce (NYSE: CRM) was founded in 1999 and is headquartered in San Francisco.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "Enterprise CRM / Sales Force Automation",
    "placementType": "organic",
    "foundedYear": 1999,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: CRM)",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free Suite",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 2,
          "usageIncluded": "10 GB shared storage",
          "keyFeatures": [
            "Capped at 2 users",
            "Basic sales+service+marketing+commerce CRM"
          ],
          "overageRate": null
        },
        {
          "name": "Starter Suite",
          "price": 25,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "10 GB shared storage",
          "keyFeatures": [
            "Self-serve checkout",
            "All-in-one small-business CRM",
            "Includes Slack"
          ],
          "overageRate": null
        },
        {
          "name": "Pro Suite",
          "price": 100,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Advanced forecasting/pipeline",
            "Approval processes",
            "Duplicate blocking"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": 175,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Customizable CRM",
            "Developer Pro sandbox",
            "Flow orchestration",
            "Einstein predictive insights"
          ],
          "overageRate": null
        },
        {
          "name": "Unlimited",
          "price": 350,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Unlimited configuration support",
            "Full sandbox access",
            "Premier-level support"
          ],
          "overageRate": null
        },
        {
          "name": "Agentforce 1 Sales",
          "price": 550,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Agentforce employee/sales agent actions",
            "AI lead nurture & pipeline management",
            "AI sales coaching"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 30,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.salesforce.com/sales/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "US",
        "UK",
        "Germany",
        "India",
        "Japan"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql"
      ],
      "docsUrl": "https://developer.salesforce.com/docs/apis",
      "sdks": [
        "Salesforce Mobile SDK (iOS)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/forcedotcom/mcp",
      "transport": "stdio",
      "toolsExposed": [
        "orgs",
        "data (SOQL queries)",
        "metadata (deploy/retrieve)",
        "users (permission sets)",
        "testing (Apex/agent tests)",
        "devops",
        "code-analysis",
        "lwc-experts",
        "mobile"
      ],
      "resourcesExposed": [],
      "authMethod": "Salesforce CLI OAuth (local org authorization)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 57,
      "discoverability": 55,
      "machineReadableContent": 50,
      "programmaticAccess": 70,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 40,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1",
        "SOC 2",
        "SOC 3",
        "ISO 27001",
        "ISO 27017",
        "ISO 22301",
        "HIPAA",
        "HITRUST",
        "GDPR",
        "FedRAMP Moderate",
        "FedRAMP High"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.salesforce.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "scale-ai",
    "name": "Scale AI",
    "websiteUrl": "https://scale.com",
    "oneLiner": "Enterprise Data Engine and GenAI Platform providing human-curated data labeling, RLHF, and evaluation pipelines to train and fine-tune AI models.",
    "longDescription": "Scale AI operates a Data Engine and GenAI Platform that combines human data annotators, RLHF pipelines, and evaluation tooling to help enterprises and government agencies build, fine-tune, and evaluate AI models. Most customers book an enterprise demo for custom, SLA-backed contracts, though a self-serve, pay-as-you-go Data Engine exists for smaller research and experimental workloads with the first 1,000 labeling units and first 10,000 curated images free. Founded in 2016 and headquartered in San Francisco, Scale AI reached a $14B valuation in 2024; in June 2025 Meta Platforms acquired a 49% non-voting stake in the company for more than $14 billion, after which founder Alexandr Wang departed to lead Meta's superintelligence lab while Scale continues to operate as an independent entity.",
    "categorySlugs": [
      "synthetic-data-labeling"
    ],
    "subCategory": "Data Labeling & RLHF Data Engine",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Late-stage / Meta minority stake (2025)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Self-Serve Data Engine",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "First 1,000 labeling units and first 10,000 curated images free",
          "keyFeatures": [
            "Pay-as-you-go via credit card",
            "For experimental/research projects",
            "Data annotation and data management tools"
          ],
          "overageRate": "Usage-based; per-unit rates not publicly disclosed"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Data Engine + GenAI Platform access",
            "Enterprise-grade quality & SLAs",
            "Dedicated customer operations support",
            "Custom contract, book a demo"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://scale.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://scale.com/docs",
      "sdks": [
        "Python",
        "Node.js"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 45,
      "discoverability": 60,
      "machineReadableContent": 55,
      "programmaticAccess": 65,
      "mcpAgentSupport": 8,
      "selfServeTransactability": 45,
      "transparency": 35,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO 27001",
        "HIPAA",
        "FedRAMP"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.scale.com/",
      "pentestReportAvailable": true
    },
    "healthSignals": {
      "githubStars": 64
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "semantic-kernel",
    "name": "Semantic Kernel",
    "websiteUrl": "https://learn.microsoft.com/en-us/semantic-kernel/",
    "oneLiner": "Microsoft's open-source SDK for building AI agents and integrating LLMs into C#, Python, and Java apps; being succeeded by Microsoft Agent Framework.",
    "longDescription": "Semantic Kernel is Microsoft's open-source, MIT-licensed development kit for embedding LLM-powered agents and plugins into C#, Python, and Java applications, with built-in planners, memory connectors, and enterprise observability hooks. It is a free SDK with no separate paid tier - developers self-host it inside their own apps and infrastructure (commonly Azure OpenAI, though model-provider-agnostic), and it can consume external MCP servers as a client via MCPStdioPlugin/MCPSsePlugin. As of 2026, Microsoft's GitHub README positions Semantic Kernel's \"enterprise-ready successor,\" Microsoft Agent Framework (MAF) 1.0, as the forward path, though Semantic Kernel continues to ship regular Python and .NET releases.",
    "categorySlugs": [
      "agent-frameworks"
    ],
    "subCategory": "Enterprise AI Agent SDK",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "Redmond, WA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/microsoft/semantic-kernel",
    "pricing": {
      "model": "open_source_free",
      "tiers": [
        {
          "name": "Open Source SDK",
          "price": 0,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited (self-hosted; pay only for underlying model/API usage)",
          "keyFeatures": [
            "Multi-language SDK (C#, Python, Java)",
            "Agents, plugins, planners, memory connectors",
            "MCP client support (consume external MCP servers)",
            "v1.0+ stable API with LTS commitment"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://learn.microsoft.com/en-us/semantic-kernel/overview/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "self_hosted",
        "cloud",
        "on_prem"
      ],
      "supportedClouds": [
        "Azure",
        "AWS",
        "GCP"
      ],
      "dataResidencyOptions": [
        "Customer-controlled (self-hosted)"
      ]
    },
    "api": {
      "available": true,
      "type": [],
      "docsUrl": "https://learn.microsoft.com/en-us/semantic-kernel/",
      "sdks": [
        "C#",
        "Python",
        "Java"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 65,
      "discoverability": 55,
      "machineReadableContent": 70,
      "programmaticAccess": 80,
      "mcpAgentSupport": 40,
      "selfServeTransactability": 95,
      "transparency": 50,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 28376,
      "githubReleaseCadencePerMonth": 4
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "serper",
    "name": "Serper",
    "websiteUrl": "https://serper.dev",
    "oneLiner": "Low-cost, high-speed Google Search API (SERP data) for AI agents, RAG pipelines, and SEO tools, billed per-query with no subscription.",
    "longDescription": "Serper is a pay-as-you-go Google SERP API returning structured web, image, news, maps, places, video, shopping, scholar, patent, and autocomplete results in 1-2 seconds, marketed as one of the cheapest production Google Search APIs available. Pricing is purely usage-based via prepaid credit packs with no monthly subscription, starting with a one-time free tier of 2,500 queries (no credit card required) and scaling from $1.00 per 1,000 queries down to $0.30 per 1,000 queries at its highest volume tier. The product is REST-only with no official language SDKs published (only community client libraries exist), and no official MCP server has been identified.",
    "categorySlugs": [
      "ai-search-retrieval"
    ],
    "subCategory": "Google SERP API",
    "placementType": "organic",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "one_time",
          "seatsIncluded": null,
          "usageIncluded": "2,500 queries (one-time)",
          "keyFeatures": [
            "No credit card required",
            "Access to Search, Images, News, Maps, Places, Videos, Shopping, Scholar, Patents, Autocomplete endpoints"
          ],
          "overageRate": null
        },
        {
          "name": "Starter",
          "price": 50,
          "currency": "USD",
          "billingPeriod": "one_time",
          "seatsIncluded": null,
          "usageIncluded": "50,000 credits ($1.00 per 1,000 queries)",
          "keyFeatures": [
            "50 queries per second",
            "Real-time results",
            "Customizable query location",
            "Credits valid for 6 months"
          ],
          "overageRate": "$1.00 per 1,000 queries"
        },
        {
          "name": "Standard",
          "price": 375,
          "currency": "USD",
          "billingPeriod": "one_time",
          "seatsIncluded": null,
          "usageIncluded": "500,000 credits ($0.75 per 1,000 queries)",
          "keyFeatures": [
            "100 queries per second",
            "Credits valid for 6 months"
          ],
          "overageRate": "$0.75 per 1,000 queries"
        },
        {
          "name": "Scale",
          "price": 1250,
          "currency": "USD",
          "billingPeriod": "one_time",
          "seatsIncluded": null,
          "usageIncluded": "2,500,000 credits ($0.50 per 1,000 queries)",
          "keyFeatures": [
            "200 queries per second",
            "Credits valid for 6 months"
          ],
          "overageRate": "$0.50 per 1,000 queries"
        },
        {
          "name": "Ultimate",
          "price": 3750,
          "currency": "USD",
          "billingPeriod": "one_time",
          "seatsIncluded": null,
          "usageIncluded": "12,500,000 credits ($0.30 per 1,000 queries)",
          "keyFeatures": [
            "300 queries per second (~15,000-18,000 searches/minute)",
            "Credits valid for 6 months"
          ],
          "overageRate": "$0.30 per 1,000 queries"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://serper.dev",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://serper.dev",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 59,
      "discoverability": 60,
      "machineReadableContent": 50,
      "programmaticAccess": 58,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 88,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "sierra",
    "name": "Sierra",
    "websiteUrl": "https://sierra.ai",
    "oneLiner": "Bret Taylor and Clay Bavor's enterprise AI agent platform for customer service, priced on outcome-based resolutions.",
    "longDescription": "Sierra is an enterprise conversational AI platform founded in early 2024 by Bret Taylor (former Salesforce co-CEO, OpenAI chairman) and Clay Bavor (ex-Google), headquartered in New York with offices worldwide. Its products include Ghostwriter (natural-language agent building), Agent Studio, Explorer analytics, and Horizon for long-horizon planning, deployed across chat, voice, SMS, WhatsApp, and email for customers like SoFi, Ramp, Brex, ADT, and SiriusXM. Sierra popularized \"outcome-based pricing,\" charging only when an agent resolves a query without human escalation, and had raised $635M total (most recently $350M in September 2025 led by Greenoaks at a $10B valuation) as of that round; buying requires a sales engagement and no public pricing or self-serve API/MCP surface was found.",
    "categorySlugs": [
      "ai-support-agents"
    ],
    "subCategory": "Enterprise Conversational AI Agents",
    "placementType": "organic",
    "foundedYear": 2024,
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "enterprise"
    ],
    "fundingStage": "Series (Sept 2025, $10B valuation)",
    "totalRaisedUsd": 635000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Custom / Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Outcome-based pricing: customers pay only for conversations the agent resolves without human escalation",
          "keyFeatures": [
            "Ghostwriter (natural-language agent authoring)",
            "Agent Studio",
            "Explorer analytics",
            "Horizon long-horizon planning",
            "Omnichannel (voice, chat, SMS, WhatsApp, email) in 59 languages"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://sierra.ai/blog/outcome-based-pricing-for-ai-agents",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": false,
      "type": [],
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 25,
      "discoverability": 60,
      "machineReadableContent": 20,
      "programmaticAccess": 20,
      "mcpAgentSupport": 10,
      "selfServeTransactability": 10,
      "transparency": 30,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "HIPAA",
        "GDPR",
        "PCI DSS Level 1",
        "FedRAMP High",
        "CCPA",
        "CSA STAR",
        "ISO 27001",
        "ISO 42001"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.sierra.ai/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "skyvern",
    "name": "Skyvern",
    "websiteUrl": "https://www.skyvern.com",
    "oneLiner": "Open-source AI browser agent that uses LLMs and computer vision to automate web workflows without brittle XPath scripts.",
    "longDescription": "Skyvern is an open-source (AGPL-3.0) browser automation agent, backed by Y Combinator (S23) and founded in 2023 in San Francisco, that combines LLM reasoning with computer vision to complete multi-step web workflows such as procurement, insurance quoting, invoice retrieval, and legacy data entry. It ships a Playwright-compatible Python/TypeScript SDK, a REST API, self-hostable Docker deployment, and an official MCP server exposing 75+ tools with OAuth, API-key, or local-stdio auth. Pricing is credit-based and self-serve from a free tier through a Pro plan, with a custom Enterprise tier offering SOC 2 and HIPAA-compliant deployment; the company reports 30,000+ users and 500+ enterprise customers.",
    "categorySlugs": [
      "ai-browser-agents"
    ],
    "subCategory": "Open-Source Browser Automation Agent",
    "placementType": "organic",
    "foundedYear": 2023,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Y Combinator (S23)",
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/Skyvern-AI/skyvern",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "5,000 credits/month",
          "keyFeatures": [
            "1 concurrent run",
            "Webhooks",
            "Country geo-targeting",
            "Community support"
          ],
          "overageRate": null
        },
        {
          "name": "Hobby",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "30,000 credits/month",
          "keyFeatures": [
            "10 concurrent runs",
            "Basic CAPTCHA solver",
            "Stored credentials",
            "Email support"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 149,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "150,000 credits/month",
          "keyFeatures": [
            "25 concurrent runs",
            "Advanced CAPTCHA solver",
            "Team workspaces",
            "2FA/TOTP support",
            "Residential proxy",
            "City-level geo-targeting",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited credits",
          "keyFeatures": [
            "Unlimited concurrent runs",
            "HIPAA compliant",
            "SOC-2 report",
            "Dedicated Slack channel",
            "Azure Key Vault / Bitwarden integration",
            "Custom code blocks",
            "Human-in-the-loop"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.skyvern.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "Customer-controlled (self-hosted)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.skyvern.com/docs",
      "sdks": [
        "Python",
        "TypeScript/Node.js"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/Skyvern-AI/skyvern",
      "transport": "http",
      "toolsExposed": [
        "skyvern_act",
        "skyvern_navigate",
        "skyvern_click",
        "skyvern_validate",
        "browser session management",
        "credential/2FA management",
        "workflow block orchestration"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth or API key (Skyvern Cloud); local API key (self-hosted stdio)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 89,
      "discoverability": 90,
      "machineReadableContent": 85,
      "programmaticAccess": 95,
      "mcpAgentSupport": 95,
      "selfServeTransactability": 90,
      "transparency": 80,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 (Enterprise tier)",
        "HIPAA (Enterprise tier)"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 22600
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "snorkel-ai",
    "name": "Snorkel AI",
    "websiteUrl": "https://snorkel.ai",
    "oneLiner": "Programmatic data-labeling platform using labeling functions and expert data curation to build training and evaluation data for AI and agentic systems.",
    "longDescription": "Snorkel AI, spun out of the Stanford AI Lab in 2019, built Snorkel Flow around programmatic labeling - encoding labeling logic as versionable, auditable code rather than relying solely on manual annotation - and now focuses on curating specialized training data and evaluation environments for frontier model labs and enterprise AI teams. It serves regulated industries such as banking and healthcare (Memorial Sloan Kettering Cancer Center, Chubb, top US banks) with deployment options that include on-premises/VPC installation alongside its cloud platform. Snorkel AI has raised funding through at least a Series C, including an $85M round valuing the company near $1B, from investors such as Greylock, GV, Lightspeed, BlackRock, and IQT; pricing is entirely custom/enterprise with no public pricing page.",
    "categorySlugs": [
      "synthetic-data-labeling"
    ],
    "subCategory": "Programmatic Data Labeling",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "Redwood City, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 135000000,
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Enterprise / Custom",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Snorkel Flow programmatic labeling platform",
            "Expert-curated data development services",
            "Custom agentic/evaluation data engagements"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://snorkel.ai/contact/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.snorkel.ai/",
      "sdks": [
        "Python"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 21,
      "discoverability": 40,
      "machineReadableContent": 30,
      "programmaticAccess": 30,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 10,
      "transparency": 12,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA",
        "NIST CSF"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.snorkel.ai/",
      "pentestReportAvailable": true
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "snowflake",
    "name": "Snowflake",
    "websiteUrl": "https://www.snowflake.com",
    "oneLiner": "Cloud-native data platform for warehousing, data lakes, and AI/ML workloads, billed on consumption-based Snowflake credits.",
    "longDescription": "Snowflake is a fully-managed cloud data platform providing data warehousing, data engineering, data lakes, and AI/ML (Cortex) capabilities across AWS, Google Cloud, and Microsoft Azure. Founded in 2012 by Benoît Dageville, Thierry Cruanes, and Marcin Żukowski, and headquartered in Menlo Park, CA, it went public on the NYSE (SNOW) in September 2020 in one of the largest software IPOs ever. Pricing is consumption-based (per Snowflake credit for compute plus per-TB storage) across Standard, Enterprise, Business Critical, and Virtual Private Snowflake editions, with a 30-day/$400-credit self-serve trial and on-demand credit-card billing for smaller usage.",
    "categorySlugs": [
      "data-analytics-bi"
    ],
    "subCategory": "Cloud Data Warehouse & AI Data Cloud",
    "placementType": "organic",
    "foundedYear": 2012,
    "hqLocation": "Menlo Park, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NYSE: SNOW, IPO 2020)",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/snowflakedb/snowflake-connector-python",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Standard",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Billed per Snowflake credit (compute, per-second, 60s minimum) plus per-TB/month storage",
          "keyFeatures": [
            "Core SQL data warehousing",
            "1-day Time Travel",
            "Standard support"
          ],
          "overageRate": "On-demand credit rate varies by cloud/region"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Higher per-credit rate than Standard; consumption-based",
          "keyFeatures": [
            "Multi-cluster warehouses",
            "90-day Time Travel",
            "Query acceleration & search optimization",
            "Column-level security"
          ],
          "overageRate": "On-demand credit rate varies by cloud/region"
        },
        {
          "name": "Business Critical",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Higher per-credit rate than Enterprise; consumption-based",
          "keyFeatures": [
            "Customer-managed encryption keys",
            "Private connectivity (PrivateLink)",
            "HIPAA/HITRUST-ready controls",
            "Database failover/replication"
          ],
          "overageRate": "On-demand credit rate varies by cloud/region"
        },
        {
          "name": "Virtual Private Snowflake (VPS)",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Custom-negotiated consumption pricing",
          "keyFeatures": [
            "Fully isolated dedicated infrastructure",
            "No shared compute/storage with other customers"
          ],
          "overageRate": "Custom contract"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 30,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.snowflake.com/en/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "Canada",
        "APAC",
        "Government (FedRAMP/GovRAMP)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.snowflake.com/en/developer-guide/sql-api/index",
      "sdks": [
        "Python",
        "Java (JDBC)",
        "Node.js",
        "Go",
        ".NET",
        "ODBC",
        "PHP PDO",
        "Snowpark (Python/Java/Scala)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "Cortex Search queries",
        "Cortex Analyst messaging",
        "SQL execution (read-only option)",
        "Cortex Agent invocation",
        "custom tools via UDFs/stored procedures"
      ],
      "resourcesExposed": [],
      "authMethod": "OAuth 2.0",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
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      "discoverability": 40,
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        "ISO 9001:2015",
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        "FedRAMP Moderate",
        "FedRAMP High",
        "HITRUST CSF",
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    "slug": "sourcegraph-cody",
    "name": "Sourcegraph Cody",
    "websiteUrl": "https://sourcegraph.com/cody",
    "oneLiner": "Enterprise AI coding assistant with deep code search, navigation, and agentic capabilities across large codebases.",
    "longDescription": "Sourcegraph Cody is an AI coding assistant built on Sourcegraph's code search and intelligence platform, offering code completion, chat, and agentic coding grounded in enterprise codebase context. As of July 2025, Cody transitioned to an enterprise-only offering after Sourcegraph discontinued its free and self-serve Pro plans, steering individual users toward the newly independent company Amp instead. It is now sold as a single Enterprise tier via annual contract, with cloud (single-tenant), self-hosted, and on-prem deployment options.",
    "categorySlugs": [
      "ai-coding-agents"
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    "subCategory": "Enterprise code intelligence & AI coding assistant",
    "placementType": "organic",
    "foundedYear": 2013,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
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      "enterprise"
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    "fundingStage": "Series D",
    "totalRaisedUsd": 223000000,
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    "githubRepoUrl": "https://github.com/sourcegraph/cody-public-snapshot",
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      "model": "hybrid",
      "tiers": [
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          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Pooled AI credits, no monthly expiry, roll over on renewal",
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            "Starting at $16,000/year, scales with team size (~$59/user/month reported)",
            "Full codebase search/navigation",
            "AI-powered Deep Search",
            "Batch Changes, Insights, Monitoring",
            "MCP server access",
            "API/CLI access",
            "Single-tenant cloud deployment option",
            "Enterprise security/admin controls",
            "24x5 support (upgradeable)"
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      "models": [
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        "self_hosted",
        "on_prem"
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        "AWS",
        "GCP",
        "Azure"
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    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql"
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      "docsUrl": "https://sourcegraph.com/docs/api",
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        "search",
        "code navigation (go-to-def, find-refs)",
        "commit/diff history",
        "Code Finder (agentic, beta)"
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      "certs": [
        "SOC 2 Type I",
        "SOC 2 Type II",
        "ISO/IEC 27001:2022"
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      "encryptionAtRest": true,
      "encryptionInTransit": true,
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    "slug": "stability-ai",
    "name": "Stability AI",
    "websiteUrl": "https://stability.ai",
    "oneLiner": "Open-model AI company behind Stable Diffusion, offering a credit-based developer API and a Brand Studio SaaS for enterprise creative teams.",
    "longDescription": "Stability AI, the London-based creator of Stable Diffusion, offers generative image, video, audio, and 3D models through a credit-based REST API (platform.stability.ai) and a subscription \"Brand Studio\" product aimed at marketing teams. Founded in 2019 by Emad Mostaque, the company is now led by CEO Prem Akkaraju and backed by investors including Coatue and Lightspeed Venture Partners, with board members Sean Parker and James Cameron. It remains one of the largest publishers of openly licensed model weights (Stable Diffusion, SD3.5, Stable Audio) alongside its commercial API and enterprise offerings.",
    "categorySlugs": [
      "image-generation-ai"
    ],
    "subCategory": "Open Model Image Generation API & Creative Platform",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "London, UK",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/Stability-AI",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "API Free Credits",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "25 free credits on signup (~3 Stable Image Ultra generations)",
          "keyFeatures": [
            "1 credit = $0.01",
            "Access to all image, video, audio, and 3D models pay-as-you-go"
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          "overageRate": null
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          "name": "Developer API (pay-as-you-go)",
          "price": null,
          "currency": "USD",
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          "usageIncluded": "Credits purchased self-serve, no minimum",
          "keyFeatures": [
            "Stable Image Ultra: 8 credits/image (~$0.08)",
            "Stable Image Core: 3 credits/image; SDXL from 0.9 credits",
            "SD3.5 Large: 6.5 credits, Large Turbo: 4, Medium: 3.5, Flash: 2.5",
            "Editing tools (inpaint, erase, remove background): ~5 credits; upscalers 2-60 credits",
            "Stable Audio 2.5/3.0: 20-26 credits; Stable Fast 3D: 10 credits"
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          "usageIncluded": "5,000 monthly credits (non-rollover)",
          "keyFeatures": [
            "Curated model routing across Stability's image models",
            "End-to-end generation and editing workflows",
            "Inpainting / product-insertion precision tools",
            "Support chat; additional credits purchasable"
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          "keyFeatures": [
            "Brand Central customization, Brand ID Models, Campaigns, Producer Mode",
            "Unlimited seats",
            "SSO and project access controls",
            "White-glove support"
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    "slug": "sudowrite",
    "name": "Sudowrite",
    "websiteUrl": "https://www.sudowrite.com",
    "oneLiner": "AI writing tool built specifically for fiction authors, offering story-bible planning, drafting, expansion, and revision tools.",
    "longDescription": "Sudowrite is an AI writing assistant purpose-built for fiction writers, founded by writers Amit Gupta and James Yu around 2020 (a couple of years before ChatGPT launched). It provides fiction-specific tools including Story Bible (outlining/chapter planning), Write (autocomplete-style prose generation), Describe, Expand, Rewrite, Feedback, Canvas, Brainstorm, and Visualize, plus a plugin system for third-party tools. The company is bootstrapped and profitable rather than venture-backed, runs remote-first with a small team (roughly 9 full-time staff and 10 contractors serving 20,000+ paying users as of its most recent hiring post), and sells credit-based monthly subscriptions with an Enterprise tier available on request.",
    "categorySlugs": [
      "ai-writing-assistants"
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    "subCategory": "AI Fiction & Creative Writing Assistant",
    "placementType": "organic",
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    "companySizeFit": [
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          "usageIncluded": "225,000 credits/month",
          "keyFeatures": [
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            "Write autocomplete",
            "Describe, Expand, Rewrite tools",
            "Good for short fiction or school writing"
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        {
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          "seatsIncluded": 1,
          "usageIncluded": "1,000,000 credits/month (450,000/month if billed annually)",
          "keyFeatures": [
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            "Feedback editorial tool",
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            "Most popular plan"
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          "name": "Max",
          "price": 44,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "2,000,000 credits/month",
          "keyFeatures": [
            "Everything in Professional",
            "Unused credits roll over for 12 months",
            "For authors publishing multiple times per year"
          ],
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          "keyFeatures": [
            "Custom credit volumes",
            "Organization/team use",
            "Contact via email (\"Drop us a line\")"
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    "slug": "surge-ai",
    "name": "Surge AI",
    "websiteUrl": "https://www.surgehq.ai",
    "oneLiner": "Bootstrapped data-labeling and RLHF provider serving OpenAI, Anthropic, Google, and Meta, sold entirely through direct sales rather than self-serve signup.",
    "longDescription": "Surge AI is a data-labeling and human-feedback company founded in 2020 by Edwin Chen, providing RLHF datasets, RL environments and verifiers, SFT data, human evaluation, and expert-domain annotation (physicians, attorneys, academics) across 70+ languages via a network of over one million annotators. It reported roughly $1.2B in 2024 revenue and remained bootstrapped until mid-2025 funding talks that reportedly valued the company between $15B and $25B+. Surge AI has no public pricing page, no visible self-serve signup, and no publicly documented API or SDK — engagement is exclusively through direct sales/email contact, consistent with its low-profile, enterprise-only go-to-market.",
    "categorySlugs": [
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    "subCategory": "Data Labeling & RLHF",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
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    "fundingStage": "Bootstrapped / in funding talks",
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
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      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.surgehq.ai/products",
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      "verificationMethod": "agent_crawled"
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    "deployment": {
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      "discoverability": 45,
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      "methodologyVersion": "crail-ar-v0.1"
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    "slug": "synthesia",
    "name": "Synthesia",
    "websiteUrl": "https://www.synthesia.io",
    "oneLiner": "AI video generation platform that turns text into videos with AI avatars in 160+ languages.",
    "longDescription": "Synthesia is a London-based AI video generation company founded in 2017 that lets users create studio-quality videos from text using AI avatars, without cameras, actors, or film crews. It serves enterprise use cases like training, sales enablement, and localization, counting over 90% of the Fortune 100 as customers. The platform offers a REST API for programmatic video creation alongside its no-code web editor.",
    "categorySlugs": [
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    "subCategory": "AI avatar video generation",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "London, United Kingdom",
    "companySizeFit": [
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      "smb",
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    "fundingStage": "Series E",
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    "isOpenSource": false,
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      "model": "freemium",
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          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10 minutes of video/month, 1,200 credits/month",
          "keyFeatures": [
            "9 ready-made AI avatars",
            "No credit card required",
            "1 editor seat"
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          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "10 minutes of video/month (120 min/year if billed annually)",
          "keyFeatures": [
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            "Download videos",
            "AI Video Assistant",
            "Remove Synthesia logo",
            "Annual price $18/mo billed yearly",
            "1 editor & 3 guests"
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        },
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          "name": "Creator",
          "price": 89,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "30 minutes of video/month (360 min/year if billed annually)",
          "keyFeatures": [
            "180+ AI avatars",
            "5 personal avatars",
            "API access",
            "Branded video pages",
            "Interactive videos",
            "Annual price $64/mo billed yearly",
            "1 editor & 5 guests"
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        },
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          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Unlimited video minutes",
          "keyFeatures": [
            "240+ stock AI avatars",
            "Unlimited personal avatars",
            "SAML/SSO",
            "Live team collaboration",
            "SCORM export",
            "Dedicated CSM"
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      "hasFreeTier": true,
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      "pricingPageUrl": "https://www.synthesia.io/pricing",
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    "api": {
      "available": true,
      "type": [
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      "docsUrl": "https://docs.synthesia.io/docs/getting-started",
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        "GDPR"
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      "encryptionAtRest": true,
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      "auditLogAvailable": true,
      "trustCenterUrl": "https://security.synthesia.io/",
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    "slug": "tabnine",
    "name": "Tabnine",
    "websiteUrl": "https://www.tabnine.com",
    "oneLiner": "Enterprise AI code assistant and agentic coding platform with self-hosted, VPC, and air-gapped deployment options.",
    "longDescription": "Tabnine (founded as Codota in 2013) is an AI coding assistant offering code completion, chat, and an agentic coding platform built for enterprise privacy, with zero code retention and flexible deployment including on-prem and air-gapped installs. As of 2026 Tabnine sells exclusively through two quote-based Enterprise tiers ($39 and $59 per user/month) with no free tier or self-serve checkout. It publishes an official repo of Claude Agent Skills and supports MCP as a client, though it does not host its own MCP server.",
    "categorySlugs": [
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    "subCategory": "Enterprise AI code completion & agentic coding platform",
    "placementType": "organic",
    "foundedYear": 2013,
    "hqLocation": "Tel Aviv, Israel",
    "companySizeFit": [
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    "isOpenSource": false,
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    "pricing": {
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      "tiers": [
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          "name": "Code Assistant Platform",
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          "currency": "USD",
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          "keyFeatures": [
            "Code completions",
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            "IDE support",
            "Jira integration",
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            "SOC2/ISO27001/GDPR compliance framing",
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          ],
          "overageRate": null
        },
        {
          "name": "Agentic Platform",
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          "currency": "USD",
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          "seatsIncluded": null,
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          "keyFeatures": [
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            "Context Engine (unlimited codebase connections)",
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            "Governance/analytics",
            "Optional Headless Agents add-on"
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          "overageRate": "LLM tokens billed at provider cost + 5% handling fee on Tabnine-hosted models; unlimited if bringing your own model"
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      "hasFreeTier": false,
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      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.tabnine.com/pricing/",
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    "deployment": {
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        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP"
      ],
      "dataResidencyOptions": [
        "US (AWS N. Virginia)",
        "US (GCP Iowa)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.tabnine.com/main/administering-tabnine/managing-your-team/tabnine-apis",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/tabnine/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 41,
      "discoverability": 55,
      "machineReadableContent": 75,
      "programmaticAccess": 20,
      "mcpAgentSupport": 35,
      "selfServeTransactability": 5,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO/IEC 27001",
        "ISO 9001:2015",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.tabnine.com/",
      "pentestReportAvailable": true
    },
    "healthSignals": {
      "githubStars": 10800,
      "statusPageUptimePct": 100
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "tavily",
    "name": "Tavily",
    "websiteUrl": "https://tavily.com",
    "oneLiner": "Search API built for AI agents, providing real-time web search, extraction, crawling, mapping, and research endpoints.",
    "longDescription": "Tavily provides a developer API purpose-built to give AI agents grounded, up-to-date access to the web, including search, page extraction, site crawling, site mapping, and multi-step research. It is used by LangChain, JetBrains, IBM, AWS, and other companies to power agentic and RAG applications, and reports being trusted by over 2 million developers.",
    "categorySlugs": [
      "ai-search-retrieval"
    ],
    "subCategory": "AI-native web search API",
    "placementType": "organic",
    "hqLocation": "New York, NY, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series A",
    "totalRaisedUsd": 25000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/tavily-ai",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Researcher (Free)",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "1,000 API credits/month",
          "keyFeatures": [
            "No card required",
            "Email support"
          ],
          "overageRate": null
        },
        {
          "name": "Pay As You Go",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay per credit consumed",
          "keyFeatures": [
            "Flexible consumption",
            "Cancel anytime",
            "Email support"
          ],
          "overageRate": "$0.008 per credit"
        },
        {
          "name": "Project",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "4,000 API credits/month",
          "keyFeatures": [
            "Higher rate limits",
            "Email support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Custom API calls",
            "Custom rate limits",
            "Enterprise-grade support and SLAs",
            "Enterprise-grade security/privacy"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://tavily.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.tavily.com/",
      "sdks": [
        "Python (tavily-python)",
        "JavaScript/Node.js (@tavily/core)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/tavily-ai/tavily-mcp",
      "transport": "http",
      "toolsExposed": [
        "tavily-search",
        "tavily-extract",
        "tavily-map",
        "tavily-crawl"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (query param or Bearer header) or OAuth for remote server",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 79,
      "discoverability": 76,
      "machineReadableContent": 80,
      "programmaticAccess": 88,
      "mcpAgentSupport": 88,
      "selfServeTransactability": 76,
      "transparency": 60,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.tavily.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 1300
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "tldv",
    "name": "tl;dv",
    "websiteUrl": "https://tldv.io",
    "oneLiner": "AI meeting recorder and notetaker that transcribes, summarizes, and surfaces insights across Zoom, Meet, and Teams calls.",
    "longDescription": "tl;dv is an AI meeting assistant founded in 2020 by Raphael Allstadt, Carlo Thissen, and Allan Bettarel, headquartered in Aachen, Germany, that records, transcribes, and summarizes meetings across Zoom, Google Meet, and Microsoft Teams for 2M+ users, including Forbes, Salesforce, and Cloudflare. The company raised roughly $4.5M in a 2021/2022 seed round led by K Fund and has not disclosed a later priced round. It offers a genuinely free unlimited-recording tier plus self-serve Pro and Business plans, an alpha-stage REST API and webhooks, and an MCP integration listed in its help center for querying and summarizing meetings, while Enterprise (custom SSO, SCIM, privately hosted AI) requires sales.",
    "categorySlugs": [
      "ai-meeting-assistants"
    ],
    "subCategory": "AI Meeting Recorder & Transcription",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "Aachen, Germany",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Seed",
    "totalRaisedUsd": 4500000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited recordings/transcription (30+ languages); 10 AI notes and 10 Ask AI queries",
          "keyFeatures": [
            "Unlimited recording & transcription",
            "Email & calendar integrations",
            "Mobile app",
            "10x AI meeting notes",
            "10x Ask AI queries"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 18,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited AI notes and single-meeting Ask AI",
          "keyFeatures": [
            "Unlimited AI notes with custom templates",
            "Unlimited single-meeting Ask AI",
            "Email drafter",
            "5,000+ integrations",
            "Global transcript search",
            "API/webhooks access"
          ],
          "overageRate": null
        },
        {
          "name": "Business",
          "price": 29,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited multi-meeting AI insights",
          "keyFeatures": [
            "Premium transcription with custom vocabulary",
            "Unlimited multi-meeting AI insights",
            "Scheduled reports",
            "Team management",
            "No usage-based AI fees"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Organization management",
            "SCIM provisioning",
            "Custom SSO",
            "Privately hosted AI",
            "Org-wide automations",
            "Dedicated account manager"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://tldv.io/app/pricing/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://doc.tldv.io/index.html",
      "sdks": []
    },
    "mcp": {
      "hasServer": true,
      "toolsExposed": [
        "Search & summarize meetings",
        "Evaluate sales calls against frameworks",
        "Generate follow-up emails",
        "Voice of Customer analysis across meetings"
      ],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 63,
      "discoverability": 65,
      "machineReadableContent": 55,
      "programmaticAccess": 55,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 80,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.tldv.io/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "together-ai",
    "name": "Together AI",
    "websiteUrl": "https://www.together.ai",
    "oneLiner": "Pay-per-token cloud for serverless inference, fine-tuning, and GPU clusters across 200+ open-source and frontier AI models.",
    "longDescription": "Together AI is a San Francisco-based AI cloud platform offering serverless pay-per-token inference, dedicated single-tenant endpoints, fine-tuning, and on-demand/reserved GPU clusters across 200+ open-source and frontier models (Llama, DeepSeek, Qwen, FLUX, and more). It exposes an OpenAI-compatible REST API with official Python and TypeScript SDKs, plus a documentation-search MCP server for coding agents. Founded in 2022, Together raised an $800M Series C in July 2026 with backing from NVIDIA, Salesforce Ventures, and General Catalyst, alongside new GPU capacity commitments.",
    "categorySlugs": [
      "model-hosting-inference"
    ],
    "subCategory": "Open-Source Model Inference Cloud",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/togethercomputer/together-python",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Serverless Inference",
          "price": null,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay-per-token, no minimum",
          "keyFeatures": [
            "Chat/text models: $0.05-$1.74 per 1M input tokens, $0.15-$4.50 per 1M output tokens",
            "Image generation: $0.003-$0.134 per image",
            "Video generation: $0.14-$3.20 per video",
            "Embeddings from $0.02 per 1M tokens; cached-token discounts on some models"
          ],
          "overageRate": null
        },
        {
          "name": "Provisioned Throughput",
          "price": 0.05,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Reserved capacity, billed per PTU-minute",
          "keyFeatures": [
            "Fixed-capacity reservation",
            "Estimated up to 83% savings vs. pay-per-token at high sustained volume"
          ],
          "overageRate": null
        },
        {
          "name": "Dedicated Endpoints",
          "price": 5.49,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Single-tenant GPU, billed hourly",
          "keyFeatures": [
            "H100: $5.49/hr",
            "B200: $8.99/hr",
            "H200/B300/GB200/GB300: contact sales"
          ],
          "overageRate": null
        },
        {
          "name": "GPU Clusters",
          "price": 3.99,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "On-demand or reserved GPU-hours",
          "keyFeatures": [
            "On-demand H100 $3.99/hr, H200 $5.99/hr, B200 $8.19/hr",
            "Reserved (7-180+ day) discounts down to ~$3.09/hr H100",
            "Kubernetes/Slurm support"
          ],
          "overageRate": null
        },
        {
          "name": "Fine-Tuning",
          "price": 0.48,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Per 1M training tokens",
          "keyFeatures": [
            "Up to 16B params: $0.48 SFT / $0.54 DPO per 1M tokens",
            "70-100B params: $2.90-$3.20 per 1M tokens",
            "$4.00 minimum charge per job"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise / Custom Hardware",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Premium GPUs (H200, B300, GB200/GB300 NVL72) via contact sales",
            "Custom private deployments and SLAs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.together.ai/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.together.ai/docs/introduction",
      "sdks": [
        "Python",
        "JS/TS"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "documentation search"
      ],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": true,
    "claudeSkillUrl": "https://github.com/togethercomputer/skills",
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 73,
      "discoverability": 65,
      "machineReadableContent": 75,
      "programmaticAccess": 90,
      "mcpAgentSupport": 55,
      "selfServeTransactability": 85,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.together.ai",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 81,
      "statusPageUptimePct": 99.9
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "traceloop",
    "name": "Traceloop",
    "websiteUrl": "https://www.traceloop.com",
    "oneLiner": "LLM observability platform built on OpenTelemetry (OpenLLMetry), giving teams tracing, evals, and monitoring for LLM apps.",
    "longDescription": "Traceloop builds OpenLLMetry, an Apache-2.0-licensed set of OpenTelemetry extensions providing observability for LLM applications across 20+ providers, vector DBs, and frameworks like LangChain and CrewAI. Its hosted platform adds monitoring dashboards, evaluation workflows, prompt management, and CI/CD integration on top of the open telemetry data, with a free tier and a sales-priced Enterprise tier (SOC 2, on-prem/air-gapped deployment). Founded in Tel Aviv in 2022, Traceloop was acquired by ServiceNow in March 2026 for an estimated $60-80M to strengthen its AI Control Tower observability capabilities.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Observability",
    "placementType": "organic",
    "foundedYear": 2022,
    "hqLocation": "Tel Aviv, Israel",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired (by ServiceNow, March 2026)",
    "totalRaisedUsd": 6600000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/traceloop/openllmetry",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free Forever",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "Up to 50k spans/month",
          "keyFeatures": [
            "Monitoring dashboard",
            "Evaluation dashboard",
            "CI/CD integration",
            "Prompt management",
            "24-hour data retention"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": ">50k spans/month",
          "keyFeatures": [
            "Unlimited seats",
            "Custom data retention",
            "SOC 2",
            "On-premise / air-gapped deployment",
            "Dedicated Slack support"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.traceloop.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "Custom (Enterprise on-prem / air-gapped)"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://www.traceloop.com/docs",
      "sdks": [
        "Python",
        "TypeScript/JavaScript",
        "Ruby"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/traceloop/opentelemetry-mcp-server",
      "transport": "stdio",
      "toolsExposed": [
        "Query OpenTelemetry/LLM traces",
        "Analyze spans across Jaeger/Tempo/Traceloop backends",
        "Automated debugging of agent traces"
      ],
      "resourcesExposed": [],
      "authMethod": "API key",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 69,
      "discoverability": 55,
      "machineReadableContent": 75,
      "programmaticAccess": 85,
      "mcpAgentSupport": 80,
      "selfServeTransactability": 55,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.traceloop.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 7300,
      "githubReleaseCadencePerMonth": 10
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "ultimate-ai",
    "name": "Ultimate.ai",
    "websiteUrl": "https://www.ultimate.ai",
    "oneLiner": "Berlin/Helsinki-founded conversational AI automation startup, now fully absorbed into Zendesk AI Agents after its March 2024 acquisition.",
    "longDescription": "Ultimate.ai (branded 'Ultimate') was a Berlin- and Helsinki-based startup founded in November 2016 by Reetu Kainulainen, Jaakko Pasanen, Markus Rautio, and Sarah Al-Hussaini, offering AI agents that automated customer service conversations. Zendesk acquired Ultimate in March 2024 for an undisclosed sum, and by 2026 the ultimate.ai domain redirects entirely to Zendesk's own 'Zendesk AI Agents' product page, with no standalone Ultimate branding remaining. As a result, Ultimate's capabilities, pricing, APIs, and compliance posture are now fully those of Zendesk's Suite plans, which bundle an AI-agent resolution allowance with self-serve monthly/annual billing and a 14-day free trial.",
    "categorySlugs": [
      "ai-support-agents"
    ],
    "subCategory": "AI Customer Service Automation (absorbed into Zendesk AI Agents)",
    "placementType": "organic",
    "foundedYear": 2016,
    "hqLocation": "Berlin, Germany / Helsinki, Finland (pre-acquisition)",
    "companySizeFit": [
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by Zendesk (March 2024)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Suite Team",
          "price": 55,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Included AI agent resolution allowance",
          "keyFeatures": [
            "AI agent resolutions (included allowance)",
            "Omnichannel routing",
            "Knowledge base",
            "Live chat & messaging"
          ],
          "overageRate": "Additional resolution allowance purchasable; priced by resolution complexity/value"
        },
        {
          "name": "Suite Professional",
          "price": 115,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Included AI agent resolution allowance",
          "keyFeatures": [
            "Everything in Suite Team",
            "Admin/agent Copilot",
            "Skills-based routing",
            "Custom reporting"
          ],
          "overageRate": "Additional resolution allowance purchasable; priced by resolution complexity/value"
        },
        {
          "name": "Suite Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Included AI agent resolution allowance",
          "keyFeatures": [
            "Everything in Suite Professional",
            "Intelligent triage",
            "Auto assist",
            "Sandbox environment",
            "Approval workflows"
          ],
          "overageRate": "Additional resolution allowance purchasable; priced by resolution complexity/value"
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.zendesk.com/service/ai/ai-agents/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "APAC"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.zendesk.com/api-reference/",
      "sdks": [
        "Android SDK (Messaging)",
        "iOS SDK (Messaging)",
        "Unity SDK (Messaging)"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 48,
      "discoverability": 30,
      "machineReadableContent": 65,
      "programmaticAccess": 70,
      "mcpAgentSupport": 10,
      "selfServeTransactability": 70,
      "transparency": 40,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001:2022",
        "ISO 27017:2015",
        "ISO 27018:2019",
        "ISO 27701:2019",
        "ISO 42001",
        "PCI DSS",
        "HIPAA (BAA available)",
        "GDPR (BCR approved)",
        "FedRAMP Low Impact SaaS",
        "Cyber Essentials Plus"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.zendesk.com/trust-center/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "vanta",
    "name": "Vanta",
    "websiteUrl": "https://www.vanta.com",
    "oneLiner": "Compliance automation and GRC platform (SOC 2, ISO 27001, HIPAA, etc.) with a beta hosted MCP server letting AI agents remediate failing controls.",
    "longDescription": "Vanta is a San Francisco-based, privately held compliance-automation and trust-management company founded in 2018 by Christina Cacioppo and Erik Goldman, having raised roughly $504M through a 2025 Series D at a $4.15B valuation, backed by Sequoia, Y Combinator, and others. It sells continuous control monitoring, evidence collection, vendor risk, and trust-center products across four tiers (Essentials, Plus, Professional, Enterprise) that are entirely quote-based, requiring a sales demo/call to buy since no public pricing is listed. Vanta itself holds SOC 2 Type 2, ISO 27001, ISO 42001, and GDPR compliance, publishes REST APIs (Manage/Build Integrations/Auditor APIs with TypeScript and Java SDKs) with a developer-docs llms.txt, and runs an official beta hosted MCP server (mcp.vanta.com) for browsing controls/evidence and remediating failing compliance tests, alongside an official Claude Code plugin.",
    "categorySlugs": [
      "identity-security"
    ],
    "subCategory": "Security Compliance Automation (GRC)",
    "placementType": "organic",
    "foundedYear": 2018,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series D",
    "totalRaisedUsd": 504000000,
    "isOpenSource": false,
    "pricing": {
      "model": "flat",
      "tiers": [
        {
          "name": "Essentials",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "One compliance framework",
            "Basic evidence collection",
            "Trust Center access",
            "Vanta AI Agent (basic)"
          ],
          "overageRate": null
        },
        {
          "name": "Plus",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Access Management",
            "Expanded AI Agent features",
            "Questionnaire automation (25/year)"
          ],
          "overageRate": null
        },
        {
          "name": "Professional",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Risk management",
            "Advanced reporting (6 customizable reports)",
            "Questionnaire automation (144/year)"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Fully customizable package",
            "Advanced GRC needs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.vanta.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": [
        "United States",
        "European Union",
        "Australia"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.vanta.com/",
      "sdks": [
        "TypeScript",
        "Java"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://developer.vanta.com/docs/vanta-mcp",
      "transport": "http",
      "toolsExposed": [
        "Remediate failing compliance tests",
        "Inspect out-of-scope entities",
        "Browse controls, framework mappings, evidence documents",
        "Vendor risk assessment",
        "Track vulnerable assets/remediation",
        "Manage policy documents",
        "Identify framework requirement gaps (SOC 2, ISO 27001, etc.)"
      ],
      "resourcesExposed": [
        "Compliance controls",
        "framework mappings",
        "evidence",
        "vendor risk assessments",
        "policies"
      ],
      "authMethod": "OAuth (Vanta Admin role required)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 62,
      "discoverability": 55,
      "machineReadableContent": 70,
      "programmaticAccess": 55,
      "mcpAgentSupport": 75,
      "selfServeTransactability": 15,
      "transparency": 55,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type 2",
        "ISO 27001",
        "ISO 42001",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trust.vanta.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 64,
      "statusPageUptimePct": 99.96
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "wandb-weave",
    "name": "Weights & Biases Weave",
    "websiteUrl": "https://wandb.ai/site/weave/",
    "oneLiner": "W&B Weave is Weights & Biases' toolkit for tracing, evaluating, and monitoring LLM apps and agents in production.",
    "longDescription": "W&B Weave is the GenAI observability and evaluation surface of Weights & Biases, the ML platform founded in 2017 and acquired by CoreWeave in 2025. Weave automatically traces LLM calls via a lightweight @weave.op decorator, capturing inputs, outputs, cost, latency, and eval scores, and is billed alongside W&B Models on a seat-plus-usage model (storage and Weave ingestion metering). It ships an official hosted MCP server exposing Models and Weave data to AI coding agents, and supports both SaaS and self-hosted/enterprise deployment.",
    "categorySlugs": [
      "llm-agent-infra"
    ],
    "subCategory": "LLM Observability & Evaluation",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired (by CoreWeave, 2025)",
    "totalRaisedUsd": 250000000,
    "isOpenSource": false,
    "githubRepoUrl": "https://github.com/wandb/weave",
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "5 GB storage/month, 1 GB Weave ingestion/month",
          "keyFeatures": [
            "AI app evaluations, tracing, scorers",
            "Experiment tracking",
            "Assets registry & lineage",
            "Community support"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 60,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 10,
          "usageIncluded": "100 GB storage/month, 1.5 GB Weave ingestion/month",
          "keyFeatures": [
            "Unlimited collaboration teams",
            "Team-based access controls",
            "Service accounts",
            "Priority support",
            "CI/CD automations"
          ],
          "overageRate": "Storage $0.03/GB; Weave ingestion $0.10/MB"
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Single-tenant deployment",
            "HIPAA compliance",
            "Customer-managed encryption keys",
            "SSO",
            "Automated user provisioning",
            "Audit logs"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://wandb.ai/site/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "on_prem"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql"
      ],
      "docsUrl": "https://docs.wandb.ai/weave",
      "sdks": [
        "Python",
        "TypeScript/JavaScript"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/wandb/wandb-mcp-server",
      "transport": "http",
      "toolsExposed": [
        "W&B Models GraphQL queries",
        "Weave traces & evaluations queries",
        "wandbot RAG support agent",
        "report creation"
      ],
      "resourcesExposed": [
        "runs",
        "sweeps",
        "Weave traces",
        "evaluations",
        "datasets",
        "artifacts",
        "model registry"
      ],
      "authMethod": "API key (Bearer token)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 84,
      "discoverability": 90,
      "machineReadableContent": 90,
      "programmaticAccess": 90,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 75,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://wandb.ai/site/security/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 1109,
      "githubReleaseCadencePerMonth": 3.6
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "weaviate",
    "name": "Weaviate",
    "websiteUrl": "https://weaviate.io",
    "oneLiner": "Open-source AI-native vector database with built-in hybrid search and multi-tenancy, usable self-hosted or via managed Weaviate Cloud.",
    "longDescription": "Weaviate is an open-source (BSD-3-Clause), AI-native database that stores objects, vectors, and inverted indexes together, positioning itself as a primary database for AI-native apps rather than just a secondary vector store, with built-in hybrid search, multi-tenancy, and optional built-in embeddings. It can be self-hosted via Docker or Kubernetes for free, or run on managed Weaviate Cloud with Flex (pay-as-you-go) and Premium (contracted, dedicated) tiers spanning AWS, GCP, and Azure. Founded in 2019 (originally as SeMI Technologies) and headquartered in Amsterdam, Netherlands, Weaviate has raised roughly $67.6M total, including a $50M Series B in April 2023 led by Index Ventures.",
    "categorySlugs": [
      "vector-databases"
    ],
    "subCategory": "Open-Source Vector Database",
    "placementType": "organic",
    "foundedYear": 2019,
    "hqLocation": "Amsterdam, Netherlands",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 67600000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/weaviate/weaviate",
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100,000 objects, 1GB memory, 10GB disk, 1 collection (up to 3 tenants), 2,000 embedding requests/day",
          "keyFeatures": [
            "No credit card required",
            "Basic support"
          ],
          "overageRate": null
        },
        {
          "name": "Flex",
          "price": 45,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited objects, up to 1,000 collections",
          "keyFeatures": [
            "Shared cloud cluster with replication",
            "99.5% uptime SLA",
            "Standard support (next-business-day Sev 1)",
            "Usage-based embeddings and Query Agent"
          ],
          "overageRate": "Storage from $0.12/GiB; embeddings from $0.025-$0.065 per 1M tokens"
        },
        {
          "name": "Premium",
          "price": 400,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "Unlimited objects and collections",
          "keyFeatures": [
            "Shared or dedicated deployment",
            "99.95% uptime SLA",
            "Enterprise support (1-hour Sev 1 response)",
            "SSO/SAML",
            "~40 regions across AWS/GCP/Azure"
          ],
          "overageRate": "Storage from $0.1505/GiB; prepaid contract"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://weaviate.io/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "hybrid",
        "on_prem"
      ],
      "supportedClouds": [
        "AWS",
        "GCP",
        "Azure"
      ],
      "dataResidencyOptions": [
        "US",
        "EU"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "graphql",
        "grpc"
      ],
      "docsUrl": "https://docs.weaviate.io",
      "sdks": [
        "Python",
        "JS/TS",
        "Java",
        "Go",
        "C#"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/weaviate/mcp-server-weaviate",
      "transport": "http",
      "toolsExposed": [
        "weaviate-collections-get-config",
        "weaviate-tenants-list",
        "weaviate-query-hybrid",
        "weaviate-objects-upsert"
      ],
      "resourcesExposed": [],
      "authMethod": "API key (existing Weaviate REST API-key auth, RBAC-enforced); built into Weaviate v1.37.1+ at /v1/mcp",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 82,
      "discoverability": 85,
      "machineReadableContent": 78,
      "programmaticAccess": 90,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 80,
      "transparency": 75,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "HIPAA (Enterprise Cloud)"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.weaviate.io",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 16652,
      "githubReleaseCadencePerMonth": 15
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "windsurf",
    "name": "Windsurf",
    "websiteUrl": "https://windsurf.com",
    "oneLiner": "Agentic AI code editor (formerly Codeium) built around the Cascade agent, now owned by Cognition (maker of Devin).",
    "longDescription": "Windsurf is an AI-native IDE built by the team formerly known as Codeium/Exafunction, centered on the Cascade agentic assistant for multi-step coding, plus Tab autocomplete. Following a collapsed $3B OpenAI acquisition and a Google DeepMind licensing deal for its top talent in mid-2025, the remaining company and product were acquired by Cognition AI, maker of the Devin autonomous engineer, within days. Pricing and billing for Windsurf are now unified under Cognition's Devin/Windsurf plans page.",
    "categorySlugs": [
      "ai-coding-agents"
    ],
    "subCategory": "AI Code Editor (IDE)",
    "placementType": "organic",
    "foundedYear": 2021,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired by Cognition AI (2025)",
    "totalRaisedUsd": 243000000,
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Unlimited Tab autocomplete; light agent quota",
          "keyFeatures": [
            "Unlimited Tab autocomplete",
            "Light Cascade agent quota",
            "Unlimited inline edits"
          ],
          "overageRate": null
        },
        {
          "name": "Pro",
          "price": 20,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Increased daily/weekly quota",
          "keyFeatures": [
            "Access to OpenAI, Claude, Gemini models",
            "SWE-1.5 proprietary model",
            "Cloud sessions/background agents"
          ],
          "overageRate": null
        },
        {
          "name": "Max",
          "price": 200,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 1,
          "usageIncluded": "Significantly higher quota than Pro",
          "keyFeatures": [
            "Everything in Pro",
            "Highest individual usage quota"
          ],
          "overageRate": null
        },
        {
          "name": "Teams",
          "price": 40,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Unlimited team members with flexible seating",
            "Centralized billing",
            "Admin dashboard/analytics",
            "Priority support"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Agent Compute Unit (ACU) based billing",
          "keyFeatures": [
            "SAML/OIDC SSO",
            "Dedicated account management",
            "Centralized admin controls",
            "Dedicated deployment option",
            "Early access releases"
          ],
          "overageRate": "ACU-based usage billing"
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://windsurf.com/pricing",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://docs.windsurf.com",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 45,
      "discoverability": 40,
      "machineReadableContent": 50,
      "programmaticAccess": 35,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 85,
      "transparency": 45,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.cognition.ai/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "statusPageUptimePct": 99.95,
      "thirdPartyRatingSnapshot": {
        "source": "G2",
        "rating": 4.2,
        "reviewCount": 34,
        "pulledAt": "2026-07-26T00:00:00.000Z"
      }
    },
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "workday",
    "name": "Workday",
    "websiteUrl": "https://www.workday.com",
    "oneLiner": "Enterprise cloud suite for HCM, payroll, and financial management, sold entirely through custom sales quotes.",
    "longDescription": "Workday is a publicly traded enterprise software company offering a unified cloud suite for Human Capital Management (HCM), payroll, financial management, and workforce planning, used primarily by large and upper-midmarket organizations. Founded in 2005 by former PeopleSoft executives and headquartered in Pleasanton, California, Workday trades on Nasdaq under WDAY. Pricing is entirely quote-based and sold through direct enterprise sales, but Workday publishes extensive compliance documentation covering SOC 1/2/3, ISO 27001/27017/27018/27701/42001, HIPAA, and FedRAMP Moderate authorization.",
    "categorySlugs": [
      "hr-payroll"
    ],
    "subCategory": "Enterprise HCM Suite",
    "placementType": "organic",
    "foundedYear": 2005,
    "hqLocation": "Pleasanton, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Public (NASDAQ: WDAY)",
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Custom Enterprise Quote",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Human Capital Management",
            "Payroll",
            "Financial Management",
            "Workforce planning and analytics",
            "Talent and recruiting"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://www.workday.com/en-us/products/human-capital-management/overview.html",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://community.workday.com/sites/default/files/file-hosting/restapi/index.html",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 28,
      "discoverability": 40,
      "machineReadableContent": 35,
      "programmaticAccess": 20,
      "mcpAgentSupport": 5,
      "selfServeTransactability": 5,
      "transparency": 65,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 1 Type II",
        "SOC 2 Type II",
        "SOC 3",
        "ISO 27001",
        "ISO 27017",
        "ISO 27018",
        "ISO 27701",
        "ISO 42001",
        "HIPAA",
        "FedRAMP Moderate"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.workday.com/en-us/why-workday/trust/compliance.html",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "writer",
    "name": "Writer",
    "websiteUrl": "https://writer.com",
    "oneLiner": "Enterprise agentic AI platform with proprietary Palmyra LLMs, Knowledge Graph RAG, and governed AI agents for regulated industries.",
    "longDescription": "Writer is an enterprise generative AI platform offering the WRITER Agent, Playbooks (workflow templates), an AI Studio development environment, and a Knowledge Graph RAG system built on its own Palmyra LLMs. It targets Fortune 500 and regulated-industry customers (financial services, healthcare, retail) such as Vanguard, Salesforce, KPMG, and Uber. Founded in 2020 by May Habib and Waseem AlShikh and headquartered in San Francisco, Writer emphasizes deep compliance coverage (SOC 2 Type II, ISO 27001/27701/42001, HIPAA) and has replaced published self-serve dollar pricing with a 'try for free' / 'contact sales' flow.",
    "categorySlugs": [
      "ai-writing-assistants"
    ],
    "subCategory": "Enterprise Agentic AI Writing & Content Platform",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "midmarket",
      "enterprise"
    ],
    "isOpenSource": false,
    "pricing": {
      "model": "hybrid",
      "tiers": [
        {
          "name": "Starter",
          "price": null,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 5,
          "usageIncluded": "Fixed credit limits; 50 GB storage in single Knowledge Graph",
          "keyFeatures": [
            "WRITER Agent",
            "Up to 5 Playbooks",
            "Basic connectors (up to 3 active)",
            "Limited Knowledge Graph",
            "14-day free trial, no credit card required"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Unlimited playbooks/routines",
            "Advanced orchestration",
            "Full Knowledge Graph",
            "Unlimited connectors",
            "Multi-team workflows",
            "Granular governance",
            "Priority support",
            "Contact sales required"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://writer.com/plans/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS",
        "GCP"
      ],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://dev.writer.com",
      "sdks": []
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 47,
      "discoverability": 45,
      "machineReadableContent": 40,
      "programmaticAccess": 45,
      "mcpAgentSupport": 25,
      "selfServeTransactability": 50,
      "transparency": 35,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001",
        "ISO 27701",
        "ISO 42001",
        "HIPAA",
        "PCI DSS",
        "GDPR",
        "CCPA"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://trustcenter.writer.com",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "you-com",
    "name": "You.com",
    "websiteUrl": "https://you.com",
    "oneLiner": "AI search platform offering Search, Contents, and Research APIs plus SOC2-certified enterprise deployment for agent grounding.",
    "longDescription": "You.com is an AI search company, founded by former Salesforce chief scientist Richard Socher, that offers a consumer AI search assistant alongside a business API platform (Web Search, Contents, Research, and Finance Research APIs) for grounding LLMs and agents in real-time web data. It positions itself as an enterprise-ready alternative to building in-house search infrastructure, citing SOC2 certification, zero-data-retention options, and customers including OpenAI, Amazon, Salesforce, and Databricks.",
    "categorySlugs": [
      "ai-search-retrieval"
    ],
    "subCategory": "AI-native web search API",
    "placementType": "organic",
    "foundedYear": 2020,
    "hqLocation": "Palo Alto, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series C",
    "totalRaisedUsd": 175000000,
    "isOpenSource": false,
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Web Search API - Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "100 calls/day, plus $100 free credit for new accounts",
          "keyFeatures": [
            "1-100 results per call"
          ],
          "overageRate": null
        },
        {
          "name": "Web Search API",
          "price": 5,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "1,000 calls",
          "keyFeatures": [
            "Web search results for grounding"
          ],
          "overageRate": null
        },
        {
          "name": "Contents API",
          "price": 1,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "1,000 pages",
          "keyFeatures": [
            "Batch URL processing",
            "Clean Markdown/HTML output"
          ],
          "overageRate": null
        },
        {
          "name": "Research API (Lite)",
          "price": 12,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "1,000 calls",
          "keyFeatures": [
            "Cited, source-backed answers",
            "Inline references",
            "Also offers Standard/Deep/Exhaustive/Frontier tiers"
          ],
          "overageRate": null
        },
        {
          "name": "Finance Research API",
          "price": 110,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "1,000 calls",
          "keyFeatures": [
            "Multi-source financial research",
            "Deep and Exhaustive tiers"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": "Custom",
          "keyFeatures": [
            "Custom QPS limits",
            "Zero data retention options",
            "DPA-ready",
            "Volume discounts and annual commitments"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": null,
      "requiresSalesCallToBuy": true,
      "pricingPageUrl": "https://you.com/business/api/",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [],
      "dataResidencyOptions": []
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://you.com/docs",
      "sdks": [
        "SDKs and CLI (per docs; specific languages not itemized on crawled pages)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "transport": "http",
      "toolsExposed": [
        "you-search",
        "you-contents",
        "you-research",
        "searchDocs"
      ],
      "resourcesExposed": [],
      "authMethod": "None required for free tier (100 queries/day); API key for paid tiers",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 74,
      "discoverability": 72,
      "machineReadableContent": 76,
      "programmaticAccess": 80,
      "mcpAgentSupport": 70,
      "selfServeTransactability": 74,
      "transparency": 68,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2"
      ],
      "ssoSamlSupported": "undocumented",
      "encryptionAtRest": "undocumented",
      "encryptionInTransit": true,
      "auditLogAvailable": "undocumented",
      "trustCenterUrl": "https://trust.you.com/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "zendesk",
    "name": "Zendesk",
    "websiteUrl": "https://www.zendesk.com",
    "oneLiner": "Omnichannel customer service platform with ticketing, messaging, and AI agents for support teams of all sizes.",
    "longDescription": "Zendesk is an enterprise-grade customer service platform offering ticketing, omnichannel messaging, a help center, and AI agents/Copilot tools under its Suite product line. Founded in 2007 and headquartered in San Francisco, it serves 80,000+ companies from SMBs to large enterprises. Acquired by a Hellman & Friedman/Permira-led consortium for roughly $10.2B in 2022, Zendesk sells its Team and Suite Team/Professional plans online while its top Suite Enterprise+Copilot tier requires a sales engagement.",
    "categorySlugs": [
      "customer-support"
    ],
    "subCategory": "Omnichannel Helpdesk & Ticketing",
    "placementType": "organic",
    "foundedYear": 2007,
    "hqLocation": "San Francisco, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Acquired (private equity consortium, 2022)",
    "isOpenSource": false,
    "pricing": {
      "model": "per_seat",
      "tiers": [
        {
          "name": "Support Team",
          "price": 19,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Email ticketing & routing",
            "Pre-written responses (macros)",
            "Automations & triggers",
            "Basic analytics dashboards"
          ],
          "overageRate": null
        },
        {
          "name": "Suite Team",
          "price": 55,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Support Team",
            "AI agents",
            "Knowledge base",
            "Omnichannel routing (chat, social, voice)",
            "Live chat & messaging",
            "Action builder"
          ],
          "overageRate": null
        },
        {
          "name": "Suite Professional",
          "price": 115,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Suite Team",
            "Admin/agent Copilot",
            "App builder",
            "Custom & quick reports",
            "Skills-based routing",
            "IVR / phone deflection"
          ],
          "overageRate": null
        },
        {
          "name": "Suite Enterprise + Copilot",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Everything in Suite Professional",
            "Intelligent triage",
            "Auto assist",
            "Generative AI for voice",
            "Approval workflows",
            "Sandbox environment"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": false,
      "freeTrialLengthDays": 14,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.zendesk.com/pricing/",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud"
      ],
      "supportedClouds": [
        "AWS"
      ],
      "dataResidencyOptions": [
        "US",
        "EU",
        "APAC"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest"
      ],
      "docsUrl": "https://developer.zendesk.com/api-reference/",
      "sdks": [
        "Android SDK (Messaging)",
        "iOS SDK (Messaging)",
        "Unity SDK (Messaging)"
      ]
    },
    "mcp": {
      "hasServer": false,
      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 60,
      "discoverability": 65,
      "machineReadableContent": 55,
      "programmaticAccess": 75,
      "mcpAgentSupport": 20,
      "selfServeTransactability": 60,
      "transparency": 85,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2 Type II",
        "ISO 27001:2022",
        "ISO 27017:2015",
        "ISO 27018:2019",
        "ISO 27701:2019",
        "ISO 42001",
        "PCI DSS",
        "HIPAA (BAA available)",
        "GDPR (BCR approved)",
        "FedRAMP Low Impact SaaS",
        "Cyber Essentials Plus"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.zendesk.com/trust-center/",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {},
    "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "zilliz-cloud",
    "name": "Zilliz Cloud",
    "websiteUrl": "https://zilliz.com",
    "oneLiner": "Fully managed cloud database built on open-source Milvus for large-scale vector search and RAG/AI workloads.",
    "longDescription": "Zilliz Cloud is the fully managed, serverless-to-dedicated cloud offering from Zilliz, the company founded by the creators of the open-source Milvus vector database. It provides billion-scale vector similarity search with a free tier, serverless and dedicated CU-based pricing, BYOC, and a Business Critical tier for regulated industries. Founded in 2017 and headquartered in the Silicon Valley (Redwood City, CA) area, Zilliz has raised a total of $113M, including a $60M Series B extension in 2022.",
    "categorySlugs": [
      "vector-databases"
    ],
    "subCategory": "Vector Databases & RAG Infrastructure",
    "placementType": "organic",
    "foundedYear": 2017,
    "hqLocation": "Redwood City, CA, USA",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Series B",
    "totalRaisedUsd": 113000000,
    "isOpenSource": true,
    "githubRepoUrl": "https://github.com/milvus-io/milvus",
    "pricing": {
      "model": "usage_based",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "5 GB storage, 2.5M vCUs/month, up to 5 collections",
          "keyFeatures": [
            "Serverless shared environment",
            "Up to 5 collections",
            "Good for learning/personal projects"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "usage",
          "seatsIncluded": null,
          "usageIncluded": "Pay-as-you-go Serverless or from ~$126/month (Dedicated, 1M vectors example)",
          "keyFeatures": [
            "Fully managed vector database with core APIs",
            "Backup, restore, basic monitoring",
            "Built-in encryption in transit and at rest",
            "30-day free trial on Dedicated"
          ],
          "overageRate": "Per-CU and per-storage usage, see pricing calculator"
        },
        {
          "name": "Enterprise",
          "price": 197,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": null,
          "usageIncluded": "From $197/month (Dedicated)",
          "keyFeatures": [
            "99.95% uptime SLA",
            "Audit logs",
            "SSO (SAML 2.0)",
            "Granular RBAC",
            "Multi-replica and elastic scaling",
            "Private endpoint and VPC peering",
            "30-day free trial"
          ],
          "overageRate": "Per-CU and per-storage usage, see pricing calculator"
        },
        {
          "name": "Business Critical",
          "price": null,
          "currency": "USD",
          "billingPeriod": null,
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Global cluster with HA/disaster recovery",
            "CMEK and full-path in-transit encryption",
            "HIPAA-eligible with enhanced data privacy",
            "Rapid incident response"
          ],
          "overageRate": null
        }
      ],
      "hasFreeTier": true,
      "freeTrialLengthDays": 30,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://zilliz.com/pricing",
      "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
      "verificationMethod": "agent_crawled"
    },
    "deployment": {
      "models": [
        "cloud",
        "self_hosted",
        "byoc"
      ],
      "supportedClouds": [
        "AWS",
        "Google Cloud",
        "Azure"
      ],
      "dataResidencyOptions": [
        "AWS/GCP/Azure regional selection at cluster creation"
      ]
    },
    "api": {
      "available": true,
      "type": [
        "rest",
        "grpc"
      ],
      "docsUrl": "https://docs.zilliz.com/docs/home",
      "sdks": [
        "Python",
        "Java",
        "Go",
        "Node.js",
        "C#",
        "Rust (community)"
      ]
    },
    "mcp": {
      "hasServer": true,
      "serverRepoUrl": "https://github.com/zilliztech/mcp-server-milvus",
      "transport": "stdio",
      "toolsExposed": [
        "vector search",
        "text search",
        "hybrid search",
        "create/list collections",
        "insert data",
        "delete entities"
      ],
      "resourcesExposed": [],
      "authMethod": "Token-based (MILVUS_TOKEN env var)",
      "testResult": "untested"
    },
    "claudeSkillPublished": false,
    "agentCommerceProtocols": [],
    "agentReadiness": {
      "overall": 85,
      "discoverability": 92,
      "machineReadableContent": 70,
      "programmaticAccess": 90,
      "mcpAgentSupport": 85,
      "selfServeTransactability": 85,
      "transparency": 90,
      "methodologyVersion": "crail-ar-v0.1"
    },
    "compliance": {
      "certs": [
        "SOC 2",
        "ISO 27001",
        "HIPAA",
        "GDPR"
      ],
      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://zilliz.com/trust-center",
      "pentestReportAvailable": "undocumented"
    },
    "healthSignals": {
      "githubStars": 45386,
      "githubReleaseCadencePerMonth": 2
    },
    "lastVerifiedAt": "2026-07-27T00:00:00.000Z",
    "verificationMethod": "agent_crawled"
  },
  {
    "slug": "zoho-crm",
    "name": "Zoho CRM",
    "websiteUrl": "https://www.zoho.com/crm/",
    "oneLiner": "Broad, budget-friendly CRM suite from bootstrapped Zoho, covering sales, Zia AI, CPQ, and deep automation across editions.",
    "longDescription": "Zoho CRM is a full-featured, general-purpose CRM covering lead and pipeline management, workflow and process automation, Zia AI features, CPQ, and inventory management across four paid editions (Standard, Professional, Enterprise, Ultimate) plus a forever-free plan for up to 3 users. It is part of Zoho Corporation's large self-hosted software suite, offering extensive official SDKs (Java, Python, Node.js, PHP, C#, Ruby, JavaScript, mobile) and multiple data-center regions. Founded in 1996 (originally as AdventNet) and headquartered in Chennai, India, Zoho is privately held and famously bootstrapped, never having taken outside venture funding.",
    "categorySlugs": [
      "crm"
    ],
    "subCategory": "General-Purpose CRM Suite",
    "placementType": "organic",
    "foundedYear": 1996,
    "hqLocation": "Chennai, India",
    "companySizeFit": [
      "startup",
      "smb",
      "midmarket",
      "enterprise"
    ],
    "fundingStage": "Bootstrapped / privately held",
    "isOpenSource": false,
    "pricing": {
      "model": "freemium",
      "tiers": [
        {
          "name": "Free",
          "price": 0,
          "currency": "USD",
          "billingPeriod": "monthly",
          "seatsIncluded": 3,
          "usageIncluded": null,
          "keyFeatures": [
            "Contact management",
            "Workflow automation",
            "Standard reports",
            "Mobile apps"
          ],
          "overageRate": null
        },
        {
          "name": "Standard",
          "price": 14,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "Email integration",
            "Built-in calling",
            "Multiple sales pipelines",
            "Data enrichment"
          ],
          "overageRate": null
        },
        {
          "name": "Professional",
          "price": 23,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
            "AI agents",
            "Process management",
            "Inventory management",
            "CPQ"
          ],
          "overageRate": null
        },
        {
          "name": "Enterprise",
          "price": 40,
          "currency": "USD",
          "billingPeriod": "annual",
          "seatsIncluded": null,
          "usageIncluded": null,
          "keyFeatures": [
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            "Custom ML/AI access"
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      ],
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      "freeTrialLengthDays": 15,
      "requiresSalesCallToBuy": false,
      "pricingPageUrl": "https://www.zoho.com/crm/zohocrm-pricing.html",
      "lastVerifiedAt": "2026-07-26T00:00:00.000Z",
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      ],
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      "dataResidencyOptions": []
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      ],
      "docsUrl": "https://www.zoho.com/crm/developer/docs/api/v8/",
      "sdks": [
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        "Python",
        "PHP",
        "Node.js",
        "C#",
        "Ruby",
        "JavaScript",
        "Android",
        "iOS"
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    },
    "mcp": {
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      "toolsExposed": [],
      "resourcesExposed": [],
      "testResult": "untested"
    },
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    "agentCommerceProtocols": [],
    "agentReadiness": {
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      "discoverability": 40,
      "machineReadableContent": 45,
      "programmaticAccess": 80,
      "mcpAgentSupport": 15,
      "selfServeTransactability": 85,
      "transparency": 70,
      "methodologyVersion": "crail-ar-v0.1"
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      "certs": [
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        "SOC 1 Type II",
        "ISO/IEC 27001",
        "ISO/IEC 27701",
        "ISO/IEC 27017",
        "ISO/IEC 27018",
        "HIPAA (SOC2+HIPAA Type 2)",
        "GDPR",
        "CCPA",
        "PCI DSS"
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      "ssoSamlSupported": true,
      "encryptionAtRest": true,
      "encryptionInTransit": true,
      "auditLogAvailable": true,
      "trustCenterUrl": "https://www.zoho.com/compliance.html",
      "pentestReportAvailable": "undocumented"
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]