Models, providers and routing

Route evaluation with a judge

Check whether a route is as good as the default: a judge model compares sampled answers blind, twice with the order swapped.

What it is

For a sample of a route's requests, after the caller has their answer, Janus asks the router's default model the same question out of band. A judge model compares the two answers without knowing which is which, twice with the order swapped, and a disagreement counts as a tie.

Why you want it

Sending work to a cheaper or self-hosted model is only worth it if the answers hold up. Evaluation measures that on real traffic instead of a benchmark that may not match how people use AI.

Route evaluation screen in Janus Edge, showing demo data
Route evaluation

Each route judged against the default on real traffic: blind verdicts with the order swapped, a confidence range and the cost difference.

Actual Janus interface · Demo identities and synthetic usage

How it works

  • Default sample 5% of a route's requests, ending after 14 days unless changed
  • Per route: better, tie and worse counts, 'at least as good' with a 95% range, judge consistency and cost against the default
  • Daily count and daily budget reserved before anything is spent; pauses while the gateway is busy
  • Copies sent to the default and the judge pass the caller's security policies; a sample a policy would block or redact is skipped
  • Only verdicts, scores, a one-line reason, cost and timing are stored, never prompts or answers
  • Evaluation calls never count against the caller's quota

In the product

Screenshot above. Actual Janus interface with demo identities and synthetic usage.

See it on your own network.

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