Best AI Model Hosting and Inference Platforms in 2026

Developer comparing AI model hosting and inference platforms across shared APIs, dedicated endpoints, and GPU workers.

Choosing where to serve an AI model depends on its weights, traffic, latency target, and the work your team can operate. Compare eight platforms by deployment lane and use a practical cost and performance worksheet to choose.