Summary
Certainly Health builds a marketplace where patients enter their insurance and visit reason to book doctors with guaranteed out-of-pocket costs. Founded by Kevin Chiu, who was a founding member of Uber Health, and Daryl Sew, who previously started a food delivery marketplace, they use ML to predict costs by analyzing payer published rates, patient eligibility data, and an online learning model. They solve the problem of surprise medical bills and price opacity, helping patients compare prices across providers and book affordable care without billing uncertainty.