The difficult problem
Doctors had little time to type while Hindi, Marathi and English moved through the same conversation.
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Ambient clinical intelligence
ClinicOS
An ambient clinical layer for Indian practices that drafts reviewable notes and prescriptions from code-switched consultations.
AutonomousPlatformResearch
Built around the hard part
The constraint shaped the intelligence.
The intelligence built
Code-switch speech recognition, speaker separation and clinical extraction produce a doctor-controlled draft record.
How the system works.
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Capture and diarize
Acquire and structure the operating signal.
Clinical extraction
Transform it through the model, rules and control layer.
Sign, deliver and retain
Deliver a decision, artifact or action into production.
Where it runs
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
Next.jsTypeScriptWhisperFHIR-shaped dataPostgreSQL
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