Clinical Documentation
Built by a Doctor Who Codes

A Decade in the Making

In 2014, at MIT's healthcare hackathon, a young physician had one goal: build something that would write his notes for him. That project won first place — but the technology wasn't ready yet.

What followed was a decade of iteration. Not in a lab, but in exam rooms, emergency departments, and ICUs. Each patient encounter revealed what worked and what didn't.

Dr. Omar Metwally is a board-certified Internal Medicine physician with 11+ years of clinical experience. He attended a Clinical Informatics Fellowship at UCSF, founded Analog Labs with NSF funding, and continues to practice medicine full-time — using KeisenVPA daily in his own patient encounters.