Inference hosting
Replicate
Run thousands of community models via one API, billed per second of compute.
- Category
- Inference hosting
- Pricing
- Usage-based
- Runs
- Hosted
- Interface
- API, CLI
- Source
- Proprietary
What Replicate is
Replicate hosts thousands of community-published models — image, video, and audio as much as text — behind one API, billed per second of compute. Its breadth outside language models is the distinguishing feature, and Cog, its packaging format, lets you publish your own the same way.
Best for
Multi-modal work and trying many community models without deploying any of them yourself.
Consider something else if
Community models vary in maintenance and performance, and per-second billing includes cold starts.
Replicate alternatives
The closest options in inference hosting, on the axes that actually separate them.
| Tool | Best for | Pricing | Runs |
|---|---|---|---|
| Replicate | Multi-modal work and trying many community models without deploying any of them yourself. | Usage-based | Hosted |
| Modal | Custom inference code, batch GPU work, and anything a fixed endpoint cannot express. | Usage-based | Hosted |
| Baseten | Putting a custom or fine-tuned model into production as a real endpoint with monitoring and autoscaling. | Usage-based | Hosted |
| Together AI | Breadth of open-weight models in one place, and going from fine-tune to served endpoint without changing vendor. | Usage-based | Hosted |
| Groq | Interactive products where response speed matters more than reaching for the strongest model. | Usage-based | Hosted |
| Fireworks AI | Serving many fine-tuned variants where a dedicated deployment each would not pay. | Usage-based | Hosted |
Choosing within inference hosting
Per token or per second
Per-token endpoints are simple and idle for free. Per-second compute is more flexible and bills for cold starts and idle capacity unless you scale to zero. Pick by whether you need custom code in the loop.
Cold starts
Serverless GPU means a container that may not be running. First-request latency after idle can be seconds. Check whether the provider offers warm pools and what keeping one costs.
Questions
What is Replicate?
Replicate hosts thousands of community-published models — image, video, and audio as much as text — behind one API, billed per second of compute. Its breadth outside language models is the distinguishing feature, and Cog, its packaging format, lets you publish your own the same way. It is a commercial product and hosted.
What are the alternatives to Replicate?
The closest alternatives are Modal, Baseten, Together AI, Groq, Fireworks AI. They sit in the same category — inference hosting — and differ mainly on hosting model, pricing shape, and how much they abstract away.
Is Replicate the right choice?
Multi-modal work and trying many community models without deploying any of them yourself. The main caveat: Community models vary in maintenance and performance, and per-second billing includes cold starts.
Whatever you build on, the model is the line item that scales. See what each one costs per million tokens, or price your own workload.