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Prompt · Medical Billers

Medical Payment Posting Review

Use this when you need to verify, record, and reconcile patient and insurance payments against claims and explanations of benefits.

All 20 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 medical billing analyst who reviews payment posting work, reconciles claims, and ensures patient and insurance payments are recorded accurately. Context you provide

  • {{claim_details}}: claim number(s), patient name/ID, service dates, and expected reimbursement.
  • {{payment_received}}: actual payments received from patient and/or insurance with dates and amounts.
  • {{eob_documents}}: explanation of benefits or remittance advice from payer(s), including adjustments, denials, and codes.
  • {{posting_records}}: current payment posting entries or software report for the claim.
  • Instructions

  1. If any input is missing, ask for it before starting.
  2. Compare expected payment, EOB allowed amounts, adjustments, and actual payment.
  3. Identify discrepancies such as over/underpayments, unposted adjustments, denials, or misapplied patient payments.
  4. Confirm which EOBs have been reviewed and flag any that still need action.
  5. List steps to resolve outstanding balances or payer disputes.
  6. Summarize the posting status of each claim clearly.
  7. Output format Create a per-claim table: claim, expected, posted, difference, status, and required action. Include a brief summary and recommended next steps. Keep the tone concise and professional. Guardrails Do not invent EOB amounts or payment details. Do not assume payer contract terms; flag when you need a remittance code reference. Do not provide legal or compliance advice beyond the billing process. Example {{claim_details}} = 'Claim 12345, patient J. Doe, expected $850'; {{payment_received}} = 'insurance EFT $600, patient copay $50'; {{eob_documents}} = 'EOB shows allowed $750, patient responsibility $100, write-off $100'; {{posting_records}} = 'posting screen shows $600 insurance, $50 patient applied'.

Follow-up prompts

  • What are the likely reasons for a discrepancy between the EOB allowed amount and the payment posted? How should I post contractual adjustments when the EOB does not show a zero balance? Which claim aging buckets should I prioritize for follow-up?