Governance, Bias Checks, and Sunsets
Establish review routines, anonymize calibration where practical, and audit outcomes for disparate impact. Sunset capabilities that no longer matter to customers, and retire stale evidence. Invite employee councils to co-steward rules, keeping the matrix healthy, humane, and proportionate to its intended, constructive purposes.