Use AI to review your referral letter and flag any missing clinical details that the specialist will need.
Before you send a referral to a specialist, ask AI to review it like the specialist would. Give AI your draft letter and ask it to identify any missing clinical information, test results, or context that the specialist might need to make decisions or triage the case appropriately. This helps you catch gaps before the specialist's office calls back asking for clarification — saving time for everyone and helping your patient get seen faster. It's especially helpful for complex cases where you might have forgotten to mention a key comorbidity, medication, or prior workup. Remember: never paste real patient data into AI. Use a de-identified version or a realistic sample, then apply what you learn to your actual letter.
Try this prompt today
“You are a gastroenterology specialist receiving a referral letter from a primary care doctor. Review this draft referral and tell me what clinical information is missing or unclear that you would need to properly triage this case and prepare for the visit: [Paste your de-identified draft referral letter here] List any gaps in history, exam findings, labs, imaging, medications tried, or other details that would help you as the specialist.”
February 24, 2026
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