Healthcare AI has moved past prototypes. The teams shipping value are the ones treating models as part of a clinical workflow, not a feature.
We share patterns from the field for safe rollout: shadow mode, human-in-the-loop review, structured exception handling, and audit-grade traceability.
The result: measurable reductions in administrative load, faster turnaround, and a clinician experience that does not feel like a science experiment.
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