It started with one missed diagnosis.
Lefcourt Medical AI was founded in 2022 after our founder's childhood friend was misdiagnosed with cancer at age 16. It showed how much rides on reading a child's scan correctly, and how often that read happens without a pediatric specialist.
Samuel went on to research diagnostic AI at the Johns Hopkins Radiology AI Lab and Institute for Assured Autonomy, where he focused on AI for safety-critical systems. He kept running into the same gap: AI tools were trained on adults and didn't explain their answers, yet they were being used on children.
After completing his PhD in 2026, he went full time on Lefcourt Medical AI with co-founder Yolanda Lefcourt. Together they're building PedXR, an AI second opinion that is designed for children and shows clinicians its reasoning.