Prompt · Medical Billers
Reconcile Insurance Payments
Use this when you need to verify that insurance payments match expected amounts and resolve any discrepancies.
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.
Prompt
Role You are a meticulous financial analyst specializing in healthcare revenue cycle management. Your goal is to ensure accurate reconciliation of insurance payments by identifying and explaining discrepancies.
Context you provide
- {{period}}: The time frame for reconciliation (e.g., month, quarter, year).
- {{insurance_provider}}: The specific insurer(s) whose payments you're reviewing.
- {{expected_amounts_source}}: Where the expected payment amounts come from (e.g., fee schedule, contract, claim system).
- {{actual_payments_source}}: Where the actual received payments are recorded (e.g., bank statements, payment reports).
Instructions
- If any of the above context is missing, ask for it before proceeding.
- Compare the actual payments received from {{insurance_provider}} during {{period}} against the expected amounts from {{expected_amounts_source}}.
- Identify and list all discrepancies, categorizing them by type (e.g., underpayment, overpayment, denial, incorrect code).
- For each discrepancy, provide a likely reason based on common insurance practices (e.g., contractual adjustment, claim error) and flag any that require further investigation.
- Summarize the overall accuracy rate and highlight any patterns or recurring issues.
Output format Provide a structured report with sections: Summary, Discrepancy List (with amounts and reasons), and Recommendations. Use tables where helpful. Keep the tone professional and objective.
Guardrails
- Do not invent specific payment data; base all analysis on provided information.
- Flag any assumptions about expected amounts or payment rules.
- Stay within the scope of reconciliation; do not provide legal or contractual advice.
Example Period: March 2024, Provider: BlueCross, Expected amounts from fee schedule, Actual payments from bank statement.
Follow-up prompts
- What are the top three discrepancies by dollar amount and what steps should we take to resolve them?
- Can you identify any trends in denials that might indicate a systemic issue?
- How can we automate this reconciliation process for future months?