Use AI to review your drafted prior authorization justification to strengthen reasoning and catch missing details.
You've written a prior authorization letter, but you want to make sure it's airtight before submitting. Use this prompt to have AI review your draft, identify weak spots in your clinical reasoning, flag missing justification elements, and suggest stronger phrasing. This helps you catch gaps that could lead to denials and saves you from resubmitting later. Remember: always review AI suggestions carefully and never paste real patient data into ChatGPT or Claude.
Try this prompt today
“Act as an experienced physical therapist who specializes in writing successful prior authorization letters. I'm going to paste a draft prior authorization justification I wrote (with all patient identifiers removed). Please review it and provide feedback on: 1) Whether my clinical reasoning is clear and compelling, 2) Any missing elements that insurance reviewers typically look for (like functional limitations, failed conservative treatments, or evidence-based support), 3) Places where my language could be stronger or more specific, 4) Any red flags that might lead to a denial. Here is my draft: [paste your de-identified draft here]”
February 19, 2026
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