Why we'll never let the AI sign a note
Human-in-the-loop isn't a compliance checkbox, it's the design decision everything else follows from.
We timed real consultations before and after. The surprise wasn't the minutes saved, it was where attention went.
We expected ambient scribing to save time. It does. But sitting with clinics through their first month on Doctopass, the change that kept coming up wasn't on the clock, it was where the doctor was looking.
So let's get it out of the way. Across the consultations we measured, structured documentation went from a median of just over six minutes per visit to under one. A doctor speaks or types a few sentences, the report assembles itself, and the review-and-sign takes about thirty seconds when the draft is good.
Multiply that across a full clinic day and the headline writes itself. But the headline misses the part that clinicians actually mention first.
In a traditional consult, the keyboard competes with the person. Doctors learn to type while listening, glance up between fields, and finish the note after the patient has gone, by which point some detail has always faded. The record and the relationship are in tension the whole visit.
"I didn't realise how much I'd been narrating to the computer instead of talking to the patient."
With the note assembling in the background, that tension drops. The doctor can close the laptop, face the person, and let the conversation be a conversation. The structure they used to build by hand, history, examination, assessment, plan, is reconstructed from what was actually said.
The recovered time doesn't evaporate into more patients, at least not in the clinics we watched. It went three places:
Structured documentation dropped from a median of ~6 minutes to under 1 minute per visit. The review-and-sign step the doctor still performs adds about 30 seconds, and it is the step that keeps the record trustworthy.
A faster note is only better if it's a good note. A scribe that produces fluent, plausible text quickly can produce fluent, plausible errors just as fast. That is exactly why the thirty seconds of review is not optional and not a formality, it's the difference between a tool that helps and a tool that quietly degrades the record.
Ambient scribing didn't make documentation disappear. It moved the doctor's effort from producing the note to checking it, and gave the rest of the time back to the person on the other side of the desk.
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