Service-Equity Model Cards

Projection: public model cards will evolve into service-equity scorecards showing wait times, completion rates, false denials, accessibility, language performance, and appeal outcomes. Agencies should publish the human-and-system baseline so AI cannot claim success by comparing itself with an imaginary perfect bureaucracy.