Best AI Hosting Platforms 2026
Explore AI hosting and inference platforms that run models for you - serverless GPU endpoints, per-token APIs for open models, and managed deployment with autoscaling - so you can ship AI features without operating GPU infrastructure. Compare cold-start latency, per-token and per-second pricing, model catalog, custom model support, and how well they scale under spiky load.
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Best AI Hosting Platforms 2026 - Frequently Asked Questions
What is the best platform to host an AI model?▾
Replicate is the easiest way to run open models via an API with no infrastructure work. Modal and RunPod give more control over serverless GPU workloads and custom containers. Together AI and Fireworks offer fast, cheap inference for open language models. Baseten targets production deployments with autoscaling. Hugging Face Inference Endpoints suit teams already in that ecosystem.
How much does it cost to host an AI model?▾
Two models dominate. Per-token pricing for hosted open models is often a fraction of frontier-model API pricing and needs no capacity planning. Dedicated GPU time runs from under a dollar to several dollars per hour depending on the card. Serverless is far cheaper for spiky traffic; a dedicated GPU wins once utilization is consistently high. Cold starts are the hidden cost of serverless.
Should I self-host or use an API?▾
Use an API until you have a specific reason not to. The reasons that justify self-hosting are real - data residency and privacy requirements, cost at high sustained volume, a fine-tuned model, or a need to avoid vendor dependency - but each carries meaningful engineering and operational overhead. Do not self-host to save money at low volume; you will not.