Benchmarks and limitations

Evidence.
Including the misses.

No current lane supports a broad 95% accuracy claim. Results below are warning-lane evidence, not an authenticity certificate.

Open the free checker

Scope before score.

Every result is a warning signal. The evidence and limitations below define what this route can and cannot support.

Image

78.1% of 653 AI images from acceptance-v4, scored through the deployed pipeline drew a strong warning. This source-asserted slice is not an overall accuracy figure for the deployed lane.

Historical artifact

Earlier per-model aggregates (V7, V10, V12) are superseded. They do not describe the deployed routed lane and must not be quoted as current.

Lanes that are not in the public product

Image, text and documents are the public product. Audio is not marketed as a supported public lane.

Do not infer more than the lane measured.

  • No overall accuracy claim is supported by these bounded slices.
  • Source attribution is not cryptographic provenance.
  • Audio is not a public product lane.

Continue with evidence

Evaluation methodRead more →Model and claim limitsRead more →Human reviewRead more →