ChatGPT: Research Payer Criteria and Policy Requirements

What You'll Get

A systematic approach to using ChatGPT as a payer criteria research assistant — getting faster answers on what clinical documentation specific payers require, rather than spending 20–30 minutes searching payer websites and policy documents.

When to Use This Workflow

• You're submitting a PA for a procedure/medication you don't handle frequently
• You need to know what a specific payer typically requires before calling their provider line
• You're preparing a peer-to-peer briefing and need to understand the payer's clinical policy framework
• You're researching why a specific type of request is commonly denied

The Research Prompt Framework

For payer-specific criteria:

What prior authorization criteria does [payer name] typically apply to [procedure/medication]? 
Specifically:
1. What diagnosis requirements must be documented?
2. Are there step therapy requirements — what must be tried first?
3. What clinical documentation is typically required (lab values, specialist notes, imaging)?
4. What clinical guidelines does this payer reference for this service (MCG, InterQual, specialty society)?
5. What are the most common reasons this type of request is denied by this payer?

For clinical guideline research:

What do the major clinical guidelines say about [service/medication] for [condition]? Which guidelines do payers most commonly reference when making prior authorization decisions for this service? What does the evidence say about medical necessity in cases where [describe patient scenario]?

For denial reason interpretation:

I received a prior authorization denial with the reason: [exact denial language]. What does this typically mean in terms of what the payer is looking for? What documentation or clinical evidence would most effectively address this denial reason in an appeal?

Validating AI Research Output

ChatGPT's knowledge of specific payer criteria has a knowledge cutoff date — treat its output as a starting point, not a definitive source. Always validate by:

1. Checking the payer's actual clinical criteria document (most payers post these on their provider portal)
2. Calling the payer's PA line to confirm current requirements before submitting
3. Consulting Evicore, AIM, or the relevant specialty UM company's portal if the payer uses them

Building a Payer Criteria Reference Library

When you research a payer/service combination, save the validated criteria summary in your Notion payer database. The next time you submit for the same combination, you have your reference ready without re-researching.

Limitations

ChatGPT cannot access real-time payer portals or proprietary criteria databases (MCG, InterQual). Use it for general criteria frameworks and denial reason interpretation. Use the actual payer portal and clinical criteria documents for submission-critical information.