While cancer patients wait weeks for treatment approval, health insurers employ hundreds of thousands of nurses to process paperwork instead of providing care. Former Google product leader and physician Dr. Abdel Mahmoud built Anterior to solve this, achieving 99.24% clinical accuracy and reducing approval times from weeks to under three minutes. With $40M in new funding and backing from NEA, Sequoia, FPV Ventures, and Kinnevik, the company is scaling across the nation’s largest insurers to make administrative friction effectively invisible.