Forty rare disease cases received new diagnoses through OpenAI technology at Boston Children’s Hospital. The system reduces operational burdens while accelerating patient care. This application proves that LLMs can surface critical clinical patterns missed by human review. Practitioners can now integrate these tools to expedite identification of complex, low-frequency pathologies.