Use when a model's decisions affect people and an auditor or rule (ECOA, GDPR Art. 22, EU AI Act) needs per-group evidence, or someone reports unfair treatment of a group. Computes Fairlearn MetricFrame group metrics, mitigates with ExponentiatedGradient and adds group checks to the gate.