Open-source control plane for AI endpoints.
Control your token factory.
Launch, inspect, and optimize OpenAI-compatible model serving on your GPUs. Warply turns a Python spec into runnable inference infrastructure across providers and backends.
Launch
Create OpenAI-compatible endpoints from Python — local mock, SkyPilot provisioning, and SGLang backend adapters.
Observe
Inspect deployment status, compiled plans, and exported YAML today — with stats, traces, and pool metrics on the roadmap.
Optimize
Tune GPU placement, prefill/decode pools, and speculative decoding configs — compiled into a portable DeploymentPlan.
See how Warply routes a request across GPU pools
There are plenty of AI researchers and SWEs. There are nowhere near enough inference engineers.
Warply is a Python control plane for AI endpoints — launch OpenAI-compatible serving on your GPUs and clouds without Kubernetes CRDs, YAML, or per-cloud glue.
Portable control plane — compared.
Frameworks solve pieces of the stack. Warply unifies a Python-first control plane — cloud portability, observability hooks, and serving optimizations in one SDK you can move across providers.
| Feature | Warply | SkyPilot | Dynamo | llm-d | Modal |
|---|---|---|---|---|---|
| Python-first SDK | Supported | Partial support | Not supported | Not supported | Supported |
| Disaggregated prefill & decode pools | Supported | Not supported | Supported | Supported | Not supported |
| KV cache routing & tiering | Supported | Not supported | Supported | Partial support | Not supported |
| Disaggregated pool observability | Supported | Not supported | Partial support | Not supported | Not supported |
| Cloud-portable by design | Supported | Supported | Not supported | Not supported | Not supported |
| No Kubernetes / CRDs required | Supported | Supported | Not supported | Not supported | Supported |
| Open-source core | Supported | Supported | Supported | Supported | Not supported |
| Advanced optimization hooks (P/D, spec decode) | Supported | Not supported | Supported | Supported | Not supported |
Your token factory.
Your cloud. Your Python.
Warp-level control — launch, observe, and optimize from one SDK.
Install Warply and launch OpenAI-compatible model serving in a few lines — portable across providers when you need to move.