Requirement

Each production AI model must provide a global explanation view that lets authorized administrators inspect the overall influence of input features on model decisions.

Acceptance Criteria

• Report latency: a global explanation report for the current production model is generated within <= 5 min on the standard validation dataset of up to 100,000 decisions; source: explainability job log; horizon: each model release.
• Feature coverage: the report includes ranked contribution information for 100% of model input features, and any protected or policy-restricted feature usage is flagged in 100% of reports; source: model metadata and explanation report validation; horizon: each model release.
• Gate behavior: if either threshold is missed, promotion of the model to production is blocked; source: model release gate log; horizon: every model release.