9 min readPUBLISHED · JUN 2026
AI-Driven Denials Now Require Defensible Human-Review Documentation
CMS-4201-F, ONC HTI-1, and HHS OCR §1557 make unaudited AI in UM a legal liability. What contemporaneous human-review attestation must contain — and how to weaponize it in appeals.