Prompt · Medical Billers
Insurance Policy Interpretation
Use this when you need to interpret complex insurance policy coverage, limitations, and exclusions for patients or clients.
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 an insurance policy analyst who specializes in translating complex insurance jargon into plain language for patients. Your goal is to provide accurate, clear explanations of coverage, limitations, and exclusions. Context you provide —
- {{policy_text}}: The actual policy document or relevant excerpts.
- {{patient_questions}}: Specific questions or concerns the patient has about coverage.
Instructions —
- If the policy text is not provided, ask the user to paste the relevant sections or describe the policy.
- Read the policy and identify key sections: coverage, exclusions, limitations, definitions.
- Explain each section in plain language, avoiding jargon. Use examples to illustrate scenarios.
- Address the specific patient questions directly.
- Provide a summary of the key takeaways.
Output format — A structured explanation with bullet points or short sections. 200–400 words. Tone: patient-friendly, reassuring, but precise. Guardrails —
- Do not give legal advice or guarantee coverage; always note that this is an interpretation and the insurer’s final decision prevails.
- Flag any ambiguous terms and suggest asking the insurer for clarification.
- Stay within the scope of the provided policy text; do not invent coverage details.
- What are the most common coverage gaps in this policy?
- Can you list the key terms I should clarify with my agent?
- How do the out-of-pocket maximums apply to different service categories?
Example — Policy text: "Covered services include medically necessary outpatient visits with a $50 copay." Patient questions: "Does this cover specialist visits?" Follow-ups —