EVALUATION

Measured. Reproducible.
Published with Evidence.

OUTAI will publish results only after the relevant model exists, the test procedure is documented and the evidence can be reproduced.

4Evaluation layers
0Invented scores
100%Claim traceability target
Continuous re-evaluation

How we evaluate

1. Public benchmarks

Standard datasets run with fixed prompts, versions and decoding settings.

2. Internal task suites

Representative enterprise and regional tasks with controlled ground truth.

3. Adversarial testing

Prompt injection, ambiguity, unsupported claims and unsafe edge cases.

4. Human review

Expert review where automated scoring is insufficient.

Publication table

ModelStatusScoresEvidence
OUTAI BasePlannedNot publishedPending model selection
OUTAI ReasonPlannedNot publishedPending training
OUTAI CodePlannedNot publishedPending training
OUTAI MedicalResearchNot publishedClinical validation required

This website intentionally contains no fabricated benchmark claims. Verified results can replace these placeholders after formal evaluation.