01
The difficult problem
Doctors had little time to type while Hindi, Marathi and English moved through the same conversation.

Ambient clinical intelligence
An ambient clinical layer for Indian practices that drafts reviewable notes and prescriptions from code-switched consultations.
The brief
01
Doctors had little time to type while Hindi, Marathi and English moved through the same conversation.
02
Code-switch speech recognition, speaker separation and clinical extraction produce a doctor-controlled draft record.
SectorHealthcare ↗
System architecture
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Acquire and structure the operating signal.
Transform it through the model, rules and control layer.
Deliver a decision, artifact or action into production.
In production
Deployment
In-cabin capture, India-region storage and patient delivery through approved channels.
What it changes
The doctor remains the signer while documentation becomes continuous.
Production stack