Replicate

Replicate lets developers run machine learning models in the cloud with a single API call, without managing GPUs or containers. Its library hosts thousands of open-source models for image generation, language, video, and audio, and its Cog packaging tool lets teams push their own models to production quickly. Billing is per-second of compute, so applications only pay for the GPU time they use.

Replicate is popular with product engineers who want to add AI features without becoming infrastructure experts. You call a model, get a prediction, and scale automatically as traffic grows. For custom work, Cog turns any model into a reproducible container with a standard prediction interface, making deployment and versioning straightforward.