Manage a post-launch AI disparity alert without hiding, overreacting, or letting harm continue.
incident-path stat-tiles synthesis-card The alert A model improves chargebacks while one customer segment absorbs more account blocks. Fairness monitoring matters only if alerts change operations. Manage function Contain -> Diagnose -> Communicate -> Decide A live disparity is handled like a risk incident: reduce exposure, preserve evidence, find cause, and make a documented decision. Risky Wait for perfect certainty The alert becomes managed risk, not ignored noise. Containment can be justified by credible risk before root cause is proven. 01 Contain 02 Diagnose 03
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