02Ashwin AI · in production
A doctor speaks during the round. Ashwin AI writes the record. The doctor approves it before anything is saved.
01The encounter
Nothing is saved without the clinician releasing it. The gate in the middle of the figure is that approval. Everything upstream of it is a proposal.
SpeakTranscribe & translateExtractVerifyGenerate EHR
Built on a fine-tuned clinical LLM. Outputs FHIR records with SNOMED and ICD codes.
02How it works
Ashwin AI runs in the background on the machine already on the desk. There is no new device in the room and no new step in the clinician’s routine.
01
Desktop installationInstall the app on the consulting-room desktop and turn it on for the session.02
Listen & captureIt listens to the conversation between the doctor and the patient as it happens.03
Understand & structureSpeech becomes structured data and a consultation summary in the web application.04
Summarize & shareVisit reports and ICD-10-coded diagnoses, ready to drop into any existing EMR.05
Learn & adaptIt picks up a clinician’s style, preferences and specialty nuances with use.03What changes
Before
Manual notes during or after the consultation
Hours of after-consultation paperwork
Missed details and incomplete records
Visit summaries delayed
Manual ICD-10 coding, prone to error
Accent and language barriers
After
Documentation written during the consultation
No after-hours paperwork
Structured EMR captured from live conversation
Summary ready before the patient leaves
Automatic ICD-10 mapping
Indian dialects understood natively
04Features
One platform, multiple use cases
Real-time documentationLive
Listens, comprehends and turns speech into structured EMR entries (symptoms, diagnoses, prescriptions, follow-ups) during the consultation, not after it.Instant visit summariesLive
Consultation and treatment summaries generated in the web application, shareable by app, email or print before the patient leaves.ICD-10 smart mappingLive
Built-in medical intelligence identifies the clinical intent in a discussion and assigns the code for it.Multilingual intelligenceLive
Native accents and dialects, tuned for OBGYN, ENT, cardiology, dentistry and more.Plug-and-play with any EMRLive
ABDM-ready APIs for interoperability with major EMRs, without changing the workflow around them.Self-improvingLive
Adapts to a practice’s style, preferred language and repeat patients; accuracy improves with use.05Who it is for
01
Clinics & OPDsReal-time assistance that simplifies documentation and speeds up everyday consultations.02
Multispecialty hospitalsSpecialty-tuned clinical AI per department, consistent in its documentation standards.03
Health-tech platformsVoice-first intelligence embedded through APIs to power other products.04
Rural & remote practiceFaster, clearer clinical notes in low-resource settings.06Proof
01National winner, Bhashini DIC Hackathon 1.0.
2026Pilots at AIIMS Delhi OPD centres from January 2026.
90+Listening across 90+ languages, 22+ of them Indic.
PHRIntegrated with the Ayushman Bharat Digital Mission.