Doctors don’t ask for AI. They ask for less typing.

Every hospital workflow I’ve mapped has the same shape: the clinical decision takes two minutes, documenting it takes fifteen. The bottleneck was never judgement. It was transcription, over and over, into forms that don’t talk to each other.

The clearest version of this I’ve seen is a NABH-mandated pre-op checklist that exists to protect the patient, but sits separately from the rest of the chart. Someone then has to reconcile it with everything else in the record before discharge.

Working directly on that checklist taught me something I’d only understood abstractly before: in a live hospital database, a form isn’t just a form. Existing patient records already depend on its structure.

Changing that structure without checking what happens to records already in progress isn’t just a deploy risk. It can become a patient-safety risk.

That’s a different level of care than I’d apply to almost any other kind of software.