Giving clinicians their evenings back: GenAI clinical documentation
A grounded documentation assistant drafts submission-ready notes from the encounter record, with a clinician reviewing and signing every one.
The problem
Documentation is the tax clinicians pay on every patient encounter, and it is often paid after hours — the "pajama time" of charting at home that drives real burnout. The information needed for the note already exists in the encounter record; assembling it into a clean, submission-ready document is the burden.
The hypothesis
Drafting a note from structured encounter data is exactly the kind of assembly a grounded assistant does well. Our hypothesis: an assistant could produce a draft note from the encounter record and templates, flag anything missing, and hand it to the clinician to edit and sign — compressing the charting burden without ever removing the clinician from the record.
The build
- Grounded drafting — the assistant composes a structured note strictly from the encounter record and approved templates, not free invention.
- Gap flagging — it marks anything missing or low-confidence for the clinician's attention rather than papering over it.
- Review and sign — the clinician edits and signs every note. Nothing is finalized or submitted unsigned; the clinician remains accountable for the record.
Design choice that mattered: the assistant drafts, the clinician decides. Keeping the clinician as the accountable signer — never letting a note go out automatically — is both the safe design and the reason clinicians trusted it enough to use.
Rollout
We piloted in a single specialty and measured the edit distance between draft and signed note alongside time saved, tuning the templates as clinicians corrected the drafts. PHI handling was designed with the compliance team from day zero — least-privilege access, audit logging, and no data used to train foundation models.
Results
Documentation cycles got measurably faster, after-hours charting eased, and — the part that matters clinically and legally — the clinician still owns and signs every note, with a full audit trail behind it.
What we'd tell you
- Draft, don't decide. The clinician stays the accountable author of the record.
- Measure edit distance — how much clinicians change the draft is your real quality signal.
- Bring compliance in at the architecture stage; PHI controls can't be retrofitted cleanly.
More from the field.
Consumer lending, decided in hours
Early-warning credit risk
The 6 a.m. advisor brief
Bring us a hypothesis. Leave with a system.
Tell us what's eating your team's time. We'll give you an honest read on whether AI is the right tool — and if it is, a scoped v1 with a timeline and cost.