In the Age of AI, Interoperability Isn’t Enough: Why Healthcare Needs Shared Understanding, Not Just Shared Data

A healthcare industry analysis argues that data interoperability alone is insufficient for AI adoption in medical systems. The piece contends that vendors and health systems need frameworks to translate clinical context into consistent, machine-readable representations across platforms and applications to enable safe, effective AI deployment.