Draft Prior Authorization Appeal Letters With ChatGPT

Go to chatgpt.com.

1. Click "Sign Up" (or "Log In" if you already have an account)
2. Create an account with your email, or use "Continue with Google"
3. Complete the short setup — choose "Other" for occupation if patient access isn't listed

What you should see: You're taken to the main ChatGPT interface — a text input box at the bottom and the ChatGPT logo at the top.

Click the pencil icon or "New Chat" to start fresh.

Give ChatGPT your role context first:

Type: "I work in patient access at a hospital and need help writing prior authorization appeal letters. I'll give you the denial details and you'll draft a formal appeal letter."

Press Enter. ChatGPT confirms it's ready.

What you should see: ChatGPT says it's ready to help with appeal letters.

In the same chat, paste your appeal request. Include:

• Procedure name and CPT code (if known)
• Denial reason (exact language from the denial notice)
• Patient's relevant clinical situation (general — no full name required; use initials or "the patient")
• Insurance company / payer name

Example input: "Please write a prior authorization appeal letter for a denied request. Procedure: MRI of the lumbar spine (CPT 72148). Denial reason: 'Not medically necessary — no documented conservative treatment failure.' Patient situation: Patient has had 8 weeks of physical therapy with no improvement, ongoing radicular pain radiating to left leg, and neurologist referral for surgical evaluation. Payer: Anthem Blue Cross."

ChatGPT will generate a complete formal appeal letter with:

• Date and recipient (you'll fill in the address)
• RE: line with procedure and reference number placeholder
• Introduction stating the appeal
• Clinical necessity argument
• Request for expedited review (if needed)
• Professional closing

What you should see: A full, formatted letter — typically 3–4 paragraphs, ready to print and mail or submit via payer portal.

Troubleshooting: If the letter is too generic, add more clinical specifics: "Include the fact that the patient failed NSAIDs and steroid injections in addition to physical therapy."

Before using the letter:

1. Add the payer's name and address at the top
2. Add the specific claim/authorization reference number
3. Add the patient's name, date of birth, and member ID
4. Add the treating physician's name and NPI
5. Have a physician or supervisor review before submitting if your hospital's process requires it