⚖ Multi-metric scan

Demographic parity, equalised odds and disparate impact computed across protected groups.

🧪 Dataset + model testing

Test training data and live model outputs for skew, proxies and intersectional bias.

Auditor-ready report with thresholds, findings and recommended mitigations.

Re-test on every release and get alerted when fairness regresses.

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Custom POA

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