Build on Badgr / Use case

Model-Serving Product

Offer hosted AI models without building your own serving infrastructure.

How it works

1.Your customer chooses a model, configuration, and limits inside your product.
2.Your backend requests a Badgr Serve deployment.
3.Badgr finds compatible compute, starts the runtime, loads the model, establishes an endpoint, and verifies real inference.
4.Your system receives the endpoint/status, usage, cost, lifecycle state, and verification result.
5.Your product exposes the model to its own customer through its own UI/API.

Badgr owns

  • Compute matching and provisioning
  • Runtime and model loading
  • Endpoint lifecycle and health verification
  • Cost cap, runtime cap, cancel
  • Teardown and billing settlement

You own

  • Model and configuration choice
  • Your API/UI in front of the endpoint
  • Usage and cost pass-through to your customer
  • Branding and access control
Build this with Badgr — Serve quickstart