“The goal is to turn data into information, and information into insight.” — Carly Fiorina In the ever-evolving landscape of healthcare, one of the most pressing challenges remains the complexity and opacity of medical billing. Patients often find themselves grappling with unexpected medical expenses, while providers navigate a labyrinth of insurance protocols. Enter AI-Patient Negotiated Read.