Insurance · Healthcare · Production since 2025
BGIL — enterprise AI medical interview platform
My role Architecture, AI orchestration, backend, deployment
Before an insurer underwrites a policy, someone has to get a medical statement out of the applicant. Traditionally that means a nurse or a call agent working through forty-odd questions on the phone, then typing the whole thing up afterwards.
BGIL makes the call instead. An AI voice agent dials out over Exotel SIP, runs the interview through LiveKit Cloud with live LLM orchestration, and hands the session off the moment it's done. n8n picks up from there and turns the transcript into what the business actually needs — a structured CSV, a formatted Medical Examination Report, the MIS row, the recording link — routed to the right person without anybody chasing it.
It carries 300+ interviews a day across a nine-hour window. I owned it end to end: voice orchestration, telephony integration, backend workflows, reporting automation, and the production environment all of it runs on.
- Questions per session40–45
- Daily load300+ users
- Operating window9 hours
- Post-call artefactsCSV · MER · MIS