Complete AI Training

Prompt · Medical Billers

Reconcile Insurance Payments

Use this when you need to verify that insurance payments match expected amounts and resolve any discrepancies.

All 19 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. 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

  1. If any of the above context is missing, ask for it before proceeding.
  2. Compare the actual payments received from {{insurance_provider}} during {{period}} against the expected amounts from {{expected_amounts_source}}.
  3. Identify and list all discrepancies, categorizing them by type (e.g., underpayment, overpayment, denial, incorrect code).
  4. 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.
  5. 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?