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AI Governance9 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.

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