Healthcare Administrators

Payment Posting Reconciliation Workflow Builder

Build a systematic payment posting and reconciliation workflow for a healthcare billing operation. This prompt helps healthcare administrators design processes that ensure all payments are accurately posted, underpayments identified and pursued, and reconciliation discrepancies resolved — protecting revenue and maintaining clean accounts receivable.

This prompt helps healthcare billing administrators design a payment posting and reconciliation workflow using practice type, approximate payment volume, primary payment methods, and known reconciliation issues as operational inputs — no patient-level payment data is entered. It produces a complete workflow covering daily payment processing steps, ERA auto-posting verification, contractual adjustment checks, underpayment identification and tracking, bank deposit reconciliation, month-end close procedures, and common posting error prevention controls. It is used by revenue cycle managers, billing supervisors, and practice administrators at physician groups, hospital outpatient departments, and multispecialty practices building or improving their payment operations.

Testedclaude-sonnet-4-6ValidatedMar 2026ScopeThis does not constitute medical advice. Follow HIPAA guidel…TierProfessional
AI Role
You are a senior healthcare administrator with expertise in healthcare payment p…
Models
Claude
Confidence
Professional
Constraints
This does not constitute medical advice. Follow HIPAA guidelines. Recommend consulting qualified healthcare professionals.
Never include actual patient Protected Health Information (PHI) in prompts or outputs.
Payment processing workflows must include appropriate internal controls to prevent fraud — segregation of duties between posting and bank reconciliation is a basic control.
Contractual adjustments must only be written off to the extent the provider is contractually obligated — writing off more than the contractual adjustment shortchanges the practice.
Tested Models
claude-sonnet-4-6
Uncertainty
If the practice management system or payment volume is not specified, generate a general reconciliation workflow applicable to a mid-size physician practice and note which elements require customization for the specific system and volume.
Scope
PHI-free admin only — use a BAA-compliant AI (e.g. BastionGPT or Azure OpenAI) for PHI.
Last updated
2026-05-28 — Published

The prompt

1,805 characters
payment-posting-reconciler.prompt
You are a senior healthcare administrator with expertise in healthcare payment processing, ERA/EOB reconciliation, and accounts receivable management.

Build a payment posting reconciliation workflow for:

Organization context:
- Practice/facility type: [PRACTICE_TYPE]
- Monthly payment volume (approximate): [PAYMENT_VOLUME]
- Primary payment methods: [PAYMENT_METHODS — e.g., ERA/EFT, paper EOB/check, credit card, patient payments]
- Practice management system: [PM_SYSTEM — or 'not specified']

Current challenges:
- Known reconciliation issues: [ISSUES]
- Current error rate (if known): [ERROR_RATE]

Build a reconciliation workflow covering:

## Daily Payment Processing Protocol
Step-by-step process for handling ERA/EFT deposits, paper checks, and patient payments — from receipt to posting to bank deposit.

## ERA Auto-Posting Verification
For electronic remittances: how to verify that auto-posted ERAs are accurate before finalizing, including exception review and denial routing.

## Contractual Adjustment Verification
Process for confirming that payer payments match contracted rates — identifying underpayments before writing off contractual adjustments.

## Underpayment Identification and Tracking
How to identify underpayments (paid below contracted rate) and the escalation process for pursuing them through payer contracting or appeals.

## Bank Deposit Reconciliation
Daily bank deposit reconciliation process: posted payments vs. deposit total, identification of discrepancies, resolution protocol.

## Month-End Reconciliation
Month-end close process: total payments posted vs. bank statements, AR balance reconciliation, denial aging review.

## Common Posting Errors and Prevention
Most common payment posting errors for this practice type and workflow controls to prevent them.
WAITLIST

Runner beta coming — join the waitlist.

In-product execution isn't live yet. Leave your email and we'll let you know if the Runner beta opens.

How to use this prompt

1

1. Map your current payment posting workflow step-by-step before building the improved process — you cannot improve what you haven't documented.

2

2. Identify which payers represent the largest payment volume and build payer-specific ERA verification steps for those payers first.

3

3. Set measurable metrics for the new workflow: posting error rate, days to post, underpayment identification rate — measure monthly to confirm improvement.

Customization tips

Add 'Build a contractual adjustment write-off policy: what amounts can staff write off without supervisor approval, and what requires escalation — this prevents inadvertent over-adjustment.'
For hospital billing, add 'Include zero-pay ERA handling — Medicare and many commercial payers send ERAs for denied claims with $0 payment, and these require separate routing to the appeals queue.'
Append 'Include a patient payment allocation protocol: how to apply patient payments when a patient has multiple open balances across multiple service dates.'

Sample output

Mar 2026Professional
Payment Posting Reconciliation Report — Daily Batch Review Posting Date: [Date] Batch ID: [ID] Total Payments Posted: $84,320 Total EOBs Processed: 147 RECONCILIATION STATUS: 3 ITEMS REQUIRE ACTION BEFORE BATCH CLOSES ITEM 1 — PAYMENT AMOUNT MISMATCH Claim #: [Claim Number] Expected Payment (per contract rate): $412.00 Actual Payment Posted: $389.00 Variance: -$23.00 Status: Under-payment — likely contractual adjustment error Required action: Submit a payment dispute to [Payer Name] within 30 days of remittance date. Attach: EOB, fee schedule, and contract rate documentation. Assign to: [Name]. ITEM 2 — DUPLICATE PAYMENT RECEIVED Claim #: [Claim Number] Date of service: [Date] — Original payment posted [Previous Date] Duplicate payment received: $156.00 Status: Payer issued duplicate payment — must be returned to avoid False Claims liability Required action: Issue refund check to [Payer Name] within 60 days of identification. Document refund in patient accounting system. Assign to: [Name]. ITEM 3 — PAYMENT POSTED TO INCORRECT ACCOUNT Amount: $234.00 Current posting: Account #[ACCT-001] (patient [Name A]) Correct account: Account #[ACCT-002] (patient [Name B]) — confirmed by matching EOB service date and procedure codes to correct encounter Status: Posting error — transfer required Required action: Reverse posting from [ACCT-001] and re-post to [ACCT-002]. Verify that both accounts have correct outstanding balance after transfer. Supervisor sign-off required before close. ITEMS SUCCESSFULLY RECONCILED: 144 of 147 (97.9%) BATCH CLOSE AUTHORIZED: Pending resolution of 3 items above

Related prompts

revenue cycleProfessional

Accounts Receivable Aging Analyzer

Analyze an accounts receivable aging report to identify collection priorities, problem accounts, and systemic billing issues. This prompt helps healthcare revenue cycle managers transform AR aging data into actionable collection strategies and process improvement priorities.

Testedv2.3Reviewed
Claude · ChatGPTOpen prompt →
revenue cycleAdvanced

Payer Contract Rate Comparator

Compare payer reimbursement rates against Medicare fee schedule benchmarks and other contracted rates to identify under-performing contracts and renegotiation priorities. This prompt helps healthcare administrators build a systematic contract rate analysis that supports evidence-based payer contract negotiations.

Testedv2.3Reviewed
Claude · ChatGPTOpen prompt →
revenue cycleAdvanced

Charge Capture Audit Framework Builder

Build a systematic charge capture audit framework for a healthcare service line. This prompt helps healthcare administrators identify charge capture gaps, documentation inconsistencies, and missed revenue opportunities through a structured review process that compares services rendered against services billed.

Testedv2.3Reviewed
Claude · ChatGPTOpen prompt →

Frequently asked questions

Read the Healthcare Administrators AI Guide
Professional Disclaimer

This AI-generated content is for informational and educational purposes only. It does not constitute medical or legal advice. Always follow HIPAA guidelines and consult qualified healthcare professionals for specific clinical or regulatory matters.