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Ref 3c
Bias Testing Standard
This document explains when IndusLabs expects bias testing to occur, what outcomes matter, and when release should pause for remediation.
Purpose
State when bias testing runs, what artifacts are retained, and when release must be blocked.
Scope
- Bias evaluation for public AI systems where output quality or treatment consistency matters.
- Material changes to prompts, models, voices, languages, or ranking logic.
- Retention expectations for test outcomes and review dates.
Published Commitments
- Bias testing should run before release and after material behavior changes.
- Teams should document notable disparities, failures, and remediation status.
- Unresolved material failures should block or delay release until reviewed.