Best AI Model Hosting & Inference for small businesses
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Crail tracks 6 AI Model Hosting & Inference vendors that list small businesses as a fit. These are the 5 that rank highest once the list is weighted for small businesses, and each one is shown with the published entry price, what that tier actually includes, and whether you can try it first — the facts that decide the shortlist at this size, rather than the same summary on every page.
How this list is weighted for small businesses
- 60% of the vendor's Crail agent-readiness score
- 15 points for a published free tier
- 15 points for being buyable self-serve, without a sales call
- up to 10 points for a low entry price (free tier, then a cheapest paid tier under $30, then under $75)
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.
Best overall: Fireworks AI
Lowest published paid price: Modal
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.
- Pricing model: usage-based
- Entry paid tier: On-Demand Deployments at $7 (usage-based), Per GPU-hour, billed per GPU-second
- Free trial: none published, but there is an ongoing free tier
- Buy self-serve: yes
2. Groq75/100 agent-readiness
Ultra-fast LLM inference on custom LPU chips, delivered via a self-serve token-priced cloud API.
- Pricing model: usage-based
- Entry paid tier: no price published, quoted on request
- Free trial: none published, but there is an ongoing free tier
- Buy self-serve: yes
3. Modal73/100 agent-readiness
Serverless cloud platform for AI training, inference, and batch compute in Python, billed per-second for GPU/CPU usage.
- Pricing model: hybrid
- Entry paid tier: Team at $250/month, $100/month compute credits included
- Free trial: none published, but there is an ongoing free tier
- Buy self-serve: yes
4. Baseten68/100 agent-readiness
Inference cloud for deploying, running, and scaling custom, open-source, and fine-tuned AI models in production.
- Pricing model: hybrid
- Entry paid tier: no price published, quoted on request
- Free trial: none published, but there is an ongoing free tier
- Buy self-serve: yes
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.
- Pricing model: usage-based
- Entry paid tier: Hardware (Private/Custom Models) at $0.0014 (usage-based), Per second of compute, scales to zero
- Free trial: none published
- Buy self-serve: yes
FAQ
How is this AI Model Hosting & Inference ranking calculated for small businesses?
This is not the raw agent-readiness leaderboard. Crail scores the 6 AI Model Hosting & Inference vendors it tracks that fit small businesses, using 60% of the vendor's Crail agent-readiness score; 15 points for a published free tier; 15 points for being buyable self-serve, without a sales call; up to 10 points for a low entry price (free tier, then a cheapest paid tier under $30, then under $75). Fireworks AI ranks first on both measures: it holds the highest raw agent-readiness score on this list (77/100) and the top score once the small businesses weighting is applied.
What does the cheapest paid plan on this list cost?
Modal is the only one publishing a monthly entry price: $250/month on its Team tier. Fireworks AI ($7 (usage-based)) and Replicate ($0.0014 (usage-based)) are priced on a different basis, so they do not compare directly. Groq and Baseten publish no paid price and quote on request.
Can a small business trial these before committing?
None of them publish a fixed-length free trial. Fireworks AI, Groq, Modal and Baseten offer an ongoing free tier instead, which is the usual way in to this list.