Medical AI Governance - PolicyEdge AI — AI & Policy Intelligence for Decision Makers

Healthcare AI

Medical AI Monitoring: Healthcare Groups Push for Manufacturer Accountability

Major healthcare organizations are urging FDA to clarify responsibility for medical AI monitoring. Learn what AHA, AMA, ATA Action, and WEDI recommend and what the debate means for hospitals, developers, and patient safety.

FDA AI medical devices evidence pathways narrow through layered verification gates on a dark navy grid.

AI Governance

FDA AI Medical Devices: What Authorization Actually Proves

A PLOS review found only 3 of 1,357 FDA-authorized AI medical devices had patient-centered outcome evaluations. Here’s what FDA status proves—and what evidence still needs separate review.

Abstract signal lines diverge through layered grids on a dark background, illustrating friction between AI outputs and human interpretation in a regulated system.

Medical AI Governance

Medical AI Didn’t Fail the Test — It Struggled at the Human Interface

A Nature Medicine study shows that medical AI models performing well on benchmarks deliver worse outcomes when used by real people, shifting regulatory attention from model accuracy to human–AI interaction and governance design.