Use AI to review your prior authorization drafts and flag weak justification points before submission.
Prior authorizations get denied when the medical necessity isn't crystal clear or supporting details are missing. Before you submit that PA or appeal letter, paste your draft into AI and ask it to critique your justification from an insurance reviewer's perspective. It can flag vague language, missing clinical criteria, or weak evidence that might lead to denial. This gives you a chance to strengthen your case before it goes out. Always verify that AI suggestions align with actual clinical guidelines and payer policies.
Try this prompt today
“Act as an experienced insurance medical reviewer who evaluates prior authorization requests all day. I'm going to share a draft prior authorization justification letter. Review it critically from the perspective of someone looking for reasons to deny coverage. Identify: (1) any medical necessity statements that are too vague or unsupported, (2) missing clinical details or documentation that would strengthen the case, (3) criteria from typical coverage policies that I haven't addressed, and (4) any language that sounds defensive or emotional rather than clinical. Then suggest 2-3 specific additions or revisions that would make this request harder to deny. Here's my draft: [paste your draft text here, with all patient identifiers removed]”
March 6, 2026
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