Perspectives on AI governance, risk management, regulatory compliance, and responsible AI deployment — for healthcare organizations and regulated enterprises.
Healthcare AI Risk
Most healthcare AI problems aren't technology failures. They're governance failures. Four patterns explain how clinical AI goes wrong — and what each one looks like before anyone notices.
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NIST AI RMF's four functions mean something specific in healthcare AI — and most organizations are misreading at least two of them. A practical breakdown of GOVERN, MAP, MEASURE, and MANAGE for clinical AI deployment.
Read postAI Governance
An AI policy states what your organization intends to do. AI governance infrastructure is what ensures it actually happens. For healthcare organizations deploying AI, the gap between the two is where liability lives.
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Healthcare AI is automatically high-risk under the EU AI Act — and enforcement is active in 2026. What high-risk classification actually requires from a governance infrastructure standpoint, for US and EU organizations alike.
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Most health tech organizations discover a hard truth when a vendor updates their model: what they called governance was living in the model configuration. Genuine AI governance infrastructure is model-agnostic by design.
Read postRegulatory Alignment
FDA SaMD obligations are governance obligations. The PCCP, post-market surveillance, and classification determination each require operational infrastructure, not just regulatory filings. What health tech organizations need to build.
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Most AI governance advice is binary: govern everything heavily, or don't slow innovation. Proportional AI governance is the alternative — controls calibrated to decision impact and reversibility, so governance effort goes where it matters most.
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Agentic AI systems act, remember, and chain decisions across sessions. Most healthcare AI policies were written for a different kind of system. Here is what governing agents actually requires.
Read postRegulatory Alignment
HIPAA compliance is the floor of AI governance in healthcare, not the ceiling. Three specific HIPAA obligations AI deployments trigger that most compliance programs have not yet addressed — and what HIPAA cannot address at all.
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