Healthcare · Enterprise AI · Multi-site clinic network
Ambient clinical notes that gave doctors their evenings back
An ambient scribe listens to the visit and drafts a structured note the clinician approves in one tap — written straight into the EHR.
ReactWebRTCWhisper (fine-tuned)Epic FHIR
-40%
charting time
Timeline
5 months
Team
4 engineers + 2 ML engineers
The challenge
What was breaking
- 01Clinicians spent two hours a night charting, driving burnout.
- 02Hand-typed notes were inconsistent and sometimes incomplete.
- 03Any automation had to be HIPAA-clean and clinician-controlled.
The approach
How we tackled it
- 01Captured ambient audio with on-device consent and encryption.
- 02Fine-tuned transcription and structured extraction on de-identified notes.
- 03Kept a human in the loop: the model drafts, the clinician approves.
The solution
What we shipped
- 01A real-time draft note that fills as the visit progresses.
- 02One-click approval that writes structured data to the EHR.
- 03Full audit trail and zero PHI leaving the secure boundary.
In pictures
A closer look
The results
-40%
charting time
+2.1
visits per day
96%
note accuracy
0
PHI incidents
"I look at my patients again instead of my screen. The note is waiting for me, not the other way around."
Related work