Guide
How to Extract Data from an EOB
Manually typing data off EOBs is repetitive and error-prone. This workflow turns a supported EOB into reviewable, structured data for medical billers, practice managers, and patient advocates.
The 4-step method
- 1
Upload your EOB
Choose a supported PDF or image of the EOB. Clear, complete source files generally make review easier.
- 2
Let the AI structure it
The parser identifies configured EOB fields and prepares structured output. Processing time varies with file length, format, and image quality.
- 3
Review the extracted fields
Compare low-confidence values with the source document. Tax, legal, medical, and financial fields should be verified before use.
- 4
Export the reviewed data
Download the reviewed result as JSON, CSV, or Excel, copy it to your clipboard, or retrieve it through the API.
What gets extracted
- ✓Patient & provider name
- ✓Claim number
- ✓Service date
- ✓Procedure (CPT) codes
- ✓Billed vs allowed amount
- ✓Insurance paid
- ✓Patient responsibility
- ✓Denial codes
Manual entry vs. AI extraction
| Manual typing | EOB Extractor | |
|---|---|---|
| Processing | Field-by-field re-keying | Automated first pass; time varies by file |
| Quality control | Manual proofreading | Per-field confidence signals + human review |
| Scales to volume | Add headcount | Batch + API |
| Output | Manual spreadsheet | JSON, CSV, Excel |
FAQ
How do I extract data from a EOB?
Upload a supported EOB file to EOB Extractor, review the structured fields and confidence signals, then export the checked result as JSON, CSV, or Excel.
Do I need to build a template or train a model?
No document template is required for the first extraction. Layout and image quality still affect results, so test a representative file before adopting the workflow.
Can I extract data from a scanned or photographed EOB?
Supported scans and clear phone photos can be processed. Image quality affects the result, and confidence signals identify fields that may need a manual check.
How do I extract data from many EOBs at once?
Paid plans offer batch and API workflows. Start with representative files, define review thresholds, and verify the output before scaling volume.
Is my EOB data secure?
Documents are processed and discarded — files are not retained after extraction. The extracted data lives in your account until you delete it.