Research
White Papers
Original research on healthcare AI governance, risk assessment, and the evidence layer for regulated industries.
The Insurability Problem in Healthcare AI
Jennifer Shannon, MD & Sarah Gebauer, MD
A Standards-Based Framework for Underwriting Risk Assessment. Why healthcare AI is currently uninsurable — and the three-layer framework that maps existing compliance work to underwriting evidence. Includes four case studies with real-world data.
The Proof Gap in Healthcare AI
Jennifer Shannon, MD — Chief Medical Officer, GLACIS Technologies
Why healthcare AI compliance claims fail without runtime evidence. How inference-level attestation bridges the gap between governance frameworks and provable safety in clinical settings.