
Human experts should be reserved for clinical nuance and complex appeals, not for catching mismatched birthdates or outdated insurance IDs.

Amira Nour Zitouni is a Health Tech Founder and AI Systems Architect specializing in the intersection of autonomous revenue cycle systems and clinical documentation