i automate the work businesses still do by hand. clinic bookings, bank statements, follow ups.
then fintech. bank statement engines and fraud checks for a fintech in india and the banks it serves. the kind of work where a wrong answer costs someone money, so i learned to measure before i trust.

i build and train models where a wrong answer costs money. fraud checks, documents, vision.
somewhere in there i stopped picking one field. vision, language, fraud, voice. the useful thing was never the model, it was the work the model took off someones desk.

right now i build ai booking and automation systems for clinics and businesses, from a hearing clinic group in australia to a fintech in india. one person, working like a team.