Use AI to review your prior authorization letters by simulating the insurance reviewer's perspective and criteria.
Prior authorizations get denied for all kinds of reasons — missing justification, unclear medical necessity, or forgetting to address specific criteria. Before you submit your letter, paste it into ChatGPT and ask it to review it as if it were a skeptical insurance reviewer looking for reasons to deny. The AI will flag weak spots, missing elements, and areas where your clinical justification isn't strong enough. You can then strengthen those sections before submission. This works especially well when you're unsure if you've hit all the insurer's requirements. Ask the AI to point out what's convincing and what needs more support. Then revise and run it through again. It's like having a critical second pair of eyes that knows what denials look like. Just remember: never paste real patient names or identifiers — use placeholder terms like 'the patient' or made-up initials, and always review the AI's feedback with your own clinical judgment before finalizing.
Try this prompt today
“You are a health insurance reviewer evaluating a prior authorization request for physical therapy. Review the letter below and tell me: (1) What parts strongly justify medical necessity? (2) What's missing or weak that could lead to a denial? (3) What specific clinical details or functional limitations should I add to make this more convincing? Here's the letter: [paste your de-identified draft letter here]”
March 21, 2026
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