Sort Controls Into Govern, Map, Measure, and Manage

Sort each activity into the NIST AI RMF function it mainly represents. Govern Map Measure Manage Assign an accountable owner for model complaints and appeals Identify which users are affected and what harm a false negative creates Run subgroup false-positive and false-negative analysis at the live threshold Add manual review for low-confidence outputs during the pilot Define policy for when protected attributes may be used in a fairness audit Document out-of-scope uses and the real operating context Monitor post-launch drift by relevant subgroup Roll back a risky feature after an incident review

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