Best AI Model Hosting & Inference for enterprise teams
Last verified:
Crail tracks 6 AI Model Hosting & Inference vendors that list enterprise teams as a fit. These are the 5 that rank highest once the list is weighted for enterprise teams, and each one is shown with compliance evidence, deployment control and data residency — the facts that decide the shortlist at this size, rather than the same summary on every page.
How this list is weighted for enterprise teams
- 60% of the vendor's Crail agent-readiness score
- up to 24 points for published compliance certifications (8 per certification)
- 10 points for documented SSO/SAML support
- 6 points for a documented audit log
Startups and small businesses share the price-and-self-serve weighting; midmarket and enterprise share the compliance weighting. The full rules are on the methodology page.
1. Baseten68/100 agent-readiness
Inference cloud for deploying, running, and scaling custom, open-source, and fine-tuned AI models in production.
- Certifications: SOC 2 Type II, HIPAA, GDPR
- Deployment: cloud, self-hosted, hybrid, BYOC
- Data residency: Region-locked/dedicated regions (Enterprise, Self-hosted & Hybrid)
- SSO/SAML: yes. Audit log: yes. Pentest report: not publicly documented
2. Fireworks AI77/100 agent-readiness
Fast, pay-per-token inference cloud for open-source and fine-tuned LLMs, with dedicated GPU deployments and enterprise compliance.
- Certifications: SOC 2 Type II, HIPAA, GDPR
- Deployment: cloud
- Data residency: no options published
- SSO/SAML: yes. Audit log: not publicly documented. Pentest report: not publicly documented
3. Modal73/100 agent-readiness
Serverless cloud platform for AI training, inference, and batch compute in Python, billed per-second for GPU/CPU usage.
- Certifications: SOC 2 Type II, HIPAA
- Deployment: cloud
- Data residency: no options published
- SSO/SAML: yes. Audit log: yes. Pentest report: not publicly documented
4. Groq75/100 agent-readiness
Ultra-fast LLM inference on custom LPU chips, delivered via a self-serve token-priced cloud API.
- Certifications: SOC 2, HIPAA, GDPR
- Deployment: cloud, on-prem
- Data residency: US, Regional endpoint selection (Enterprise, multiple global regions)
- SSO/SAML: not publicly documented. Audit log: not publicly documented. Pentest report: not publicly documented
5. Replicate77/100 agent-readiness
Run and fine-tune thousands of open-source ML models via a simple pay-per-second API; now part of Cloudflare.
- Certifications: none published
- Deployment: cloud
- Data residency: US
- SSO/SAML: not publicly documented. Audit log: not publicly documented. Pentest report: not publicly documented
FAQ
How is this AI Model Hosting & Inference ranking calculated for enterprise teams?
This is not the raw agent-readiness leaderboard. Crail scores the 6 AI Model Hosting & Inference vendors it tracks that fit enterprise teams, using 60% of the vendor's Crail agent-readiness score; up to 24 points for published compliance certifications (8 per certification); 10 points for documented SSO/SAML support; 6 points for a documented audit log. Baseten ranks first once the enterprise teams weighting is applied, even though Fireworks AI scores higher on raw agent-readiness (77/100 against Baseten's 68/100), because the weighting adds points that score does not cover.
Which of these can run inside our own cloud or data center?
Baseten (cloud, self-hosted, hybrid, BYOC) and Groq (cloud, on-prem) document deployment outside the vendor's own cloud. Fireworks AI, Modal and Replicate are cloud-only. Data-residency options are published by Baseten (Region-locked/dedicated regions (Enterprise, Self-hosted & Hybrid)), Groq (US, Regional endpoint selection (Enterprise, multiple global regions)) and Replicate (US).
What compliance certifications do these vendors publish?
Baseten: SOC 2 Type II, HIPAA, GDPR. Fireworks AI: SOC 2 Type II, HIPAA, GDPR. Modal: SOC 2 Type II, HIPAA. Groq: SOC 2, HIPAA, GDPR. Crail found no published certifications for Replicate.