Use AI to review your prior authorization justifications by simulating the insurance reviewer's perspective and questions.
Before submitting a prior auth, you can ask AI to role-play as the insurance medical director reviewing your justification. This helps you spot weak points, missing clinical details, or areas where you haven't clearly linked the patient's condition to the treatment necessity. AI can flag gaps in your reasoning, suggest stronger clinical language, and even predict the most common denial reasons—so you can preemptively address them. This multi-step review process takes just a few minutes but can dramatically improve approval rates and save you from the frustration of writing appeals later. Remember: never paste real patient data. Use only de-identified clinical scenarios, and always review AI output before using it in actual patient care.
Try this prompt today
“You are an insurance medical director reviewing a prior authorization request for [medication/procedure]. I will provide you with a draft justification. Your job is to: 1) identify any weak or missing clinical details, 2) flag areas where medical necessity isn't clearly established, 3) predict the most common reasons this request might be denied, and 4) suggest specific clinical language or evidence I should add to strengthen the case. Here is my draft justification: [paste your de-identified draft]. Please provide your detailed review.”
February 24, 2026
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