Inspect model quality, endpoint provenance, and real model identity
This page runs a fast black-box inspection against public AI endpoints. It scores multiple dimensions, captures response fingerprints, estimates the likely underlying model family, and tells you whether the endpoint looks first-party, relayed, or locally hosted.
This page runs a fast black-box inspection against public AI endpoints. It scores multiple dimensions, captures response fingerprints, estimates the likely underlying model family, and tells you whether the endpoint looks first-party, relayed, or locally hosted.
High-dimension black-box test
The lab scores not just a single completion, but protocol fit, structured output control, reasoning behavior, code execution fidelity, and self-calibration.
Model-family probability mining
Alias patterns, observed response metadata, and behavioral signals are combined to estimate which real model family is most likely behind the endpoint.
Endpoint authenticity verdict
The report separates model identity from API provenance so you can see whether the endpoint behaves like a first-party vendor API, a relay, or a local stack.