Forty rare disease cases received new diagnoses through OpenAI technology at Boston Children’s Hospital. The system reduces operational burdens for clinicians by synthesizing complex patient data. This application proves that LLMs can identify obscure clinical patterns missed by human review. Practitioners can now accelerate the diagnostic odyssey for high-complexity pediatric patients.