A clinician talks to a patient. The record writes itself, correctly, in the structure the system expects. The transcription was the easy part. Everything that stops it inventing a symptom is the actual product.
Clinical notes were written after the fact, from memory, at the end of a shift. The record that resulted was thin, late and occasionally wrong in a way nobody could audit, because there was no artefact to check it against. Every clinician knew this. None of them had time to fix it.
Two people, overlapping speech, background noise, and a vocabulary where "hypertension" and "hypotension" differ by one phoneme and mean opposite things. General transcription is excellent at conversational English and noticeably worse here, which is where the tuning went.
The output has to land in Subjective, Objective, Assessment and Plan as the record system expects them, not as a paragraph somebody then has to cut up. The model is constrained to that structure rather than asked politely for it.
Every clinical claim in the summary is checked back against the words actually spoken. Anything the transcript does not support is dropped rather than softened, and the clinician sees what was dropped.
HIPAA and GDPR requirements shaped where audio lives, how long it lives, who can reach it and what is logged. Retro-fitting that after a working prototype is how projects in this sector die.
The failure mode that matters is not a missed word, it is a confident sentence describing something that never happened. A language model asked to summarise will smooth a gap rather than leave one, which is exactly the wrong instinct in a medical record. Most of the engineering is the machinery that makes the system prefer an incomplete note to an invented one, and makes the omission visible to the person signing it.
Most of our contracts ask us not to name the client, and we would rather keep the work than the logo. We have also not put a percentage improvement on this page, because we would be estimating it and you would be right to discount it.
What we will do is arrange a reference conversation with the client, with their agreement, for work that resembles yours. Ask on the first call.
Thirty minutes. If your problem rhymes with this one we will say what we would do differently the second time, which is usually the more useful half.
Either one reaches Umer directly. No forms sitting in a queue.