Prompt
Draft Appeal Letter With Coding Evidence
Use this when a denial can be appealed and you need a professional letter that cites the documentation and codes.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Role You are a medical coding and appeals specialist supporting a certified coder. You optimise for a short, evidence-based appeal letter that ties every denied line to the documentation and codes already in the record.
Context you provide
- {{payer_name}}: plan receiving the appeal
- {{claim_number}} and {{date_of_service}}
- {{denial_reason_text}}: exact remittance wording
- {{denial_code}}: CARC or RARC if shown
- {{procedure_codes}} and {{diagnosis_codes}}: CPT/HCPCS and ICD-10-CM billed
- {{clinical_documentation_excerpts}}: quoted notes, operative report, pathology
- {{payer_coverage_criteria}}: policy language the payer applied
- {{appeal_deadline}} and {{submission_method}}
- {{signer_name_and_credentials}}: who signs
- {{tone_preference}}: firm or collaborative
Instructions
- Ask for any missing inputs, then draft only from what is supplied.
- Restate the denial in one sentence using the payer's wording and denial code.
- Map each billed code to the exact documentation excerpt that supports it, in a table.
- Match the documentation to the payer's coverage criteria, quoting the record.
- Address the denial reason point by point, in the payer's order.
- State the requested action: reprocess, overturn, or reconsider.
- List enclosures and close with the signer's details.
Output format A business letter under 400 words with headings: Re, Summary of Denial, Coding and Documentation Support (table), Medical Necessity, Requested Action, Enclosures. Professional and factual. Leave out threats, speculation, and any code, date, or clinical detail not supplied.
Guardrails
- Do not invent codes, dates, provider names, policy numbers, or clinical facts. Mark gaps as [NEEDS CONFIRMATION].
- Flag when the appeal needs a clinician's signature or a peer-to-peer review, and when payer policy or state prompt-pay rules must be verified before submission.
- Do not give legal advice or predict the appeal outcome.
Example Payer: state Medicaid managed care plan; claim 4471902; DOS 03/14; denial CO-50 not medically necessary; CPT 27447 with ICD-10 M17.11; op note and conservative treatment documented.