Modeled Case Study
From Paper EOB to Posted Payment
A modeled case study of automated EOB capture, interpretation, claim matching and EMR posting with VixisEOB™.
- U.S.-Based
- Zero Outsourcing
- 24/7 Support
- ~90%ModeledPotential reduction in hands-on labor
- 165 hrsModeledStaff time saved per month
- $4,125ModeledMonthly labor capacity at $25/hr
The Challenge
Payment posting is repetitive, necessary and expensive. In a manual workflow, staff must read each EOB, locate the correct patient and claim, interpret service-line payments and adjustments, enter the transaction into the EMR, reconcile balances, and identify exceptions that need follow-up.
Modeled practice: 100 EOB and claim posting items per business day, 22 business days per month, with an average of 5 minutes of staff time per item.
Before VixisEOB™
~183.3 staff hours a month
Manual review, matching, posting, adjustments, reconciliation and exception routing.
With automated VixisEOB™
~18.3 staff hours a month
An average of 30 seconds of human attention per item, concentrated on validation and exceptions.
Modeled result: about 165 staff hours returned to the practice each month.Modeled on the assumptions above. Not a measurement of customer results.
The VixisEOB™ Workflow
Instead of making staff re-key information from paper or scanned EOBs, VixisEOB™ is designed to turn the document into an actionable payment-posting workflow. The objective is straight-through processing for high-confidence items, and human review only where the system detects an exception.
Scan / Ingest
Staff scans or uploads the EOB. The document enters the VixisEOB™ workspace.
Read & Structure
VixisEOB™ extracts payer, patient, claim, service-line, payment, adjustment, patient-responsibility and reason-code data.
Match
The extracted EOB data is associated with the appropriate claim or ERA workflow.
Validate
Business rules and confidence checks determine whether the item is ready for automated posting or requires review.
Post
Where a tested EMR integration supports it, approved payment and adjustment data is posted back to the EMR automatically.
Route Exceptions
Ambiguous items, denials, underpayments or integration failures are sent for human review and can flow into the broader CareVixis resolution workflow.
The VixisEOB™ Application
EOB review and posting workspace — scanned EOB review, extracted posting data, confidence checks, and posting and task workflows.

Interface illustration. All data shown is sample data for representational purposes only, as the workspace itself states. The patient, the payer, the practice, the claim numbers and every amount are illustrative: not a client account, not real patient data, and not a real payer. Automatic posting is shown for the CareVixis suite; any other EHR or practice management system receives guided posting tasks.
Modeled Business Impact
The value is not simply reading the document. It comes from removing the repetitive human steps between receiving an EOB and accurately updating the practice’s system of record.
| Metric | Manual workflow | VixisEOB™ model |
|---|---|---|
| Daily posting items | 100 | 100 |
| Average human time per item | 5 min | 30 sec |
| Human time per day | 8.3 hrs | 0.8 hrs |
| Human time per month (22 days) | 183.3 hrs | 18.3 hrs |
| Human time saved per month | — | 165 hrs |
| Labor capacity at $25/hr | — | $4,125 per month |
| Annualized labor capacity | — | $49,500 per year |
Swipe the table to see it all
$25 per hour is an assumed loaded labor cost for the practice’s own staff. It is not a CareVixis fee. See CareVixis pricing.
What the Practice Gets Back
Time
Staff can focus on exceptions, denials, patient issues and higher-value revenue-cycle work instead of repetitive data entry.
Consistency
Structured rules can reduce variation in how routine EOB transactions are handled.
Visibility
The workflow can distinguish items that posted successfully from items requiring intervention.
Scalability
As EOB volume grows, the practice does not have to increase manual posting labor at the same rate.
The Strategic Difference
Traditional workflow
- Receive
- Read
- Search
- Interpret
- Key
- Adjust
- Reconcile
- Investigate
VixisEOB™ workflow
- Scan
- Extract
- Match
- Validate
- Auto-Post
- Route Exceptions
The goal is not to help staff type EOBs faster. The goal is to remove routine EOB typing altogether.
Modeled Savings Across Different EOB Volumes
The modeled impact scales with volume. The table uses the same assumptions throughout: 5 minutes of manual staff time per EOB or claim posting item, 30 seconds of average human attention with automated VixisEOB™ posting, 22 business days per month, and $25 per hour loaded labor cost.
| EOBs a day | Manual hrs / mo. | VixisEOB™ hrs / mo. | Hours saved / mo. | Modeled monthly labor capacity | Modeled annual labor capacity |
|---|---|---|---|---|---|
| 10 | 18.3 | 1.8 | 16.5 | $412.50 | $4,950 |
| 20 | 36.7 | 3.7 | 33.0 | $825 | $9,900 |
| 30 | 55.0 | 5.5 | 49.5 | $1,237.50 | $14,850 |
| 40 | 73.3 | 7.3 | 66.0 | $1,650 | $19,800 |
| 50 | 91.7 | 9.2 | 82.5 | $2,062.50 | $24,750 |
| 60 | 110.0 | 11.0 | 99.0 | $2,475 | $29,700 |
| 70 | 128.3 | 12.8 | 115.5 | $2,887.50 | $34,650 |
| 80 | 146.7 | 14.7 | 132.0 | $3,300 | $39,600 |
| 90 | 165.0 | 16.5 | 148.5 | $3,712.50 | $44,550 |
| 100 | 183.3 | 18.3 | 165.0 | $4,125 | $49,500 |
Swipe the table to see it all
At 50 EOBs a day the model returns about 82.5 staff hours a month. At 100 a day that grows to about 165 hours a month.
Methodology and Important Qualification
This is a modeled case study, not a claim of measured customer results. The model assumes 100 EOB and claim posting items per business day, 22 business days per month, 5 minutes of manual processing per item, and 30 seconds of average human attention per item after automation.
Actual savings will vary based on EOB complexity, the number of service lines, payer behavior, EMR integration capabilities, automation confidence thresholds, exception rates, staffing costs and practice workflow.
CareVixis will replace these assumptions with measured production data as VixisEOB™ deployments mature.
See What VixisEOB™ Can Do for Your Practice
Stop manually re-keying routine EOB information. Scan the EOB, let VixisEOB™ structure and match the payment data, and automate supported posting workflows while routing exceptions for review.
Free trial: 25 pages, one time. No credit card required. Scan your own EOBs end to end — reading, review, posting tasks and denial workbooks. A business associate agreement is part of setting the account up, because the trial runs your own EOBs.