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Benchmarks · Assay umbrella

Benchmark status for commercial vertical AI.

Assay benchmarks measure work that public leaderboards do not cover: the released active surface is adtech bid decisions. Claims, compliance reads, on-device routing, and other narrow workflows remain future candidates until their own artefacts are ready. This page separates released results from draft specifications and planned releases.

Current status: 1 released leaderboard available. The open assay-harness and methodology draft are available now.

Methodology: /methodology. Release cadence: see /roadmap.

Released
1
Release candidate
0
In design
0
Planned
0
  • Brand-safety, bid shading, and MFA classification under a 100ms auction envelope.

    Brand safetyMFA detectionBid shadingLatency budget
    StatusReleased
    TargetMay 2026

    Released leaderboard available

More verticals are added to this catalogue when scenario authoring begins and a public status can be defended.