crail

Best AI Model Hosting & Inference for startups

Last verified:

Best overall: Fireworks AI
Cheapest: Baseten
Self-serve, no sales call: Baseten
  1. 1. 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.

  2. 2. Groq75/100 agent-readiness

    Ultra-fast LLM inference on custom LPU chips, delivered via a self-serve token-priced cloud API.

  3. 3. Modal73/100 agent-readiness

    Serverless cloud platform for AI training, inference, and batch compute in Python, billed per-second for GPU/CPU usage.

  4. 4. Baseten68/100 agent-readiness

    Inference cloud for deploying, running, and scaling custom, open-source, and fine-tuned AI models in production.

  5. 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.

FAQ

What's the best AI Model Hosting & Inference tool for startups?

Based on Crail's agent-readiness score, Fireworks AI ranks highest among tools serving startups (77/100), among 6 vendors tracked in this category that fit startups.

Which is cheapest to start with?

Baseten has a free tier.

Can I buy without talking to sales?

Yes — Baseten can be purchased self-serve without a sales call.