crail

LLM & Agent Infrastructure

Observability, evals, gateways, and orchestration tooling for teams building LLM applications and AI agents.

10 vendors tracked
76/100 avg. agent-readiness
8/10 have an MCP server
7/10 self-serve, no sales call
VendorAgent-readinessStarting priceFree tierMCP server
Braintrust88/100$249YesYes
Arize Phoenix86/100$50YesYes
Helicone85/100$79YesYes
Langfuse85/100$29YesYes
Weights & Biases Weave84/100$60YesYes
LangSmith82/100$39YesYes
LiteLLM80/100FreeYesYes
Portkey69/100$49YesNo
Traceloop69/100FreeYesYes
Humanloop33/100FreeYesNo

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