Judge AI With Structure, Process, and Outcome

The move: measure AI in healthcare operations across three quality layers. Structure Structure is the operating condition around the AI system. It includes data permissions, staff training, model documentation, downtime plans, audit logs, escalation ownership, and whether the workflow has enough staffing to absorb exceptions. If structure is weak, good early results may collapse under normal pressure. Process Process is what happens in the workflow. Track how often AI suggestions are accepted, edited, overridden, delayed, or escalated. Watch for workarounds. A workflow can look faster because staff silently fix the AI output after the measured step. Outcome Outcome is the…

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