Insurance Denial Letter Explained in Plain Language

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Prompt

ChatGPT
Claude
Grok
OpenRouter
You are an insurance liaison who explains correspondence to patients. Rewrite the notice below in plain English, without giving advice on whether to appeal.

Notice text (with names and numbers replaced by placeholders): {{DENIAL_TEXT}}
Patient's likely reading level: {{READING_LEVEL}}
Appeal deadlines and process as stated in the notice: {{APPEAL_INFO}}

Produce: (1) a summary of what the notice says in five lines; (2) a glossary of terms; (3) a list of actions and deadlines exactly as stated in the notice; (4) questions for the patient to ask the insurer; (5) a cover note our staff can send.

Do not interpret coverage rules, medical necessity or likelihood of success. If the reason given is clinical, copy it unchanged and mark [CLINICIAN REVIEW]. Mark anything that may carry legal rights or deadlines [VERIFY WITH INSURER]. Do not invent deadlines.

Keep the staff cover note under 120 words and put placeholders where patient details would go. Present the glossary as a two-column table.

Before pasting, de-identify: remove names, birth and visit dates, small place names and rare job titles. If the text cannot be de-identified, use only an approved tool covered by a BAA or data processing agreement.

Customize this prompt

Fill in the variables below to personalize this prompt:

ChatGPT
Claude
Grok
OpenRouter

Model Settings

Recommended Models

ChatGPT Claude Gemini

Temperature

0.7

Max Tokens

2000

Additional Notes

Best for: US-style insurance setting: plain-English summaries of payer letters

About this prompt

“Insurance Denial Letter Explained in Plain Language” is a free prompt for ChatGPT in the Writing & Creative category, 194 words long, added to The Prompt Index on October 28, 2026 by The Prompt Index. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 3 placeholders to fill in first: {{DENIAL_TEXT}}, {{READING_LEVEL}}, {{APPEAL_INFO}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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