Zero setup, zero training
No templates, no labeled data, no schema files. Drop the document in and Docusift returns clean structured data.
Medical Bills extraction
Extract Charges and CPT codes from Medical Bills
Pull every charges and cpt codes value out of any medical bills — including scans and multi-page variants — into clean structured JSON. Each value carries a confidence score and a citation back to its source pixel.
Pulling charges and cpt codes out of a medical bill by hand is slow, and it is exactly where a mistake slips through. A medical bill or itemized statement lists services by CPT code, each with its own charge, adjustment, and patient-responsibility amount, in a layout that differs by provider and clearinghouse. Reconciling it against an EOB by hand is slow and mistake-prone.
Docusift extracts the provider, service dates, CPT codes, and charges from an itemized medical bill into structured lines that reconcile cleanly against the EOB — for administrative and revenue-cycle finance, not clinical use.
Each extracted value ships with a per-field confidence score and a citation back to the exact spot on the page it was read from, so low-confidence charges and cpt codes route to review automatically — and the clean data pushes to Google Sheets, a webhook, QuickBooks, or Xero.
| Service date | CPT | Description | Charge |
|---|---|---|---|
| 2026-03-02 | 99213 | Office visit, established | 186.00 |
| 2026-03-02 | 85025 | Complete blood count | 48.00 |
| 2026-03-02 | 80053 | Metabolic panel | 62.00 |
Example structured output
{
"document_type": "medical_bill",
"provider": "Toledo Family Health",
"statement_date": "2026-03-20",
"line_items": [
{ "service_date": "2026-03-02", "cpt": "99213", "description": "Office visit, established", "charge": 186.00 },
{ "service_date": "2026-03-02", "cpt": "85025", "description": "Complete blood count", "charge": 48.00 }
],
"total_charges": 296.00,
"confidence": 0.96
}Why teams choose Docusift
A confidence score on every field
Every value ships with a confidence score and a citation back to the source pixel in the original document, so low-confidence fields route to review instead of landing unchecked.
Fast turnaround
Seconds per document, not minutes. Built for production pipelines, not batch jobs.
Privacy first
Workspace-isolated processing, encrypted in transit and at rest, and one-click data deletion.
Frequently asked questions
How do I extract charges and cpt codes from medical bills?
Upload the medical bills to Docusift via the dashboard, the REST API, or by emailing it to your workspace inbox. Docusift returns structured JSON with every charges and cpt codes value, its confidence score, and a citation back to the source pixel — typically in under a second per page.
What is the best way to pull charges and cpt codes from medical bills automatically?
The best way is a tool that reads layouts visually rather than matching templates. Template tools break when a vendor changes their format; Docusift parses each medical bill from scratch, so it works on multi-page, multi-currency, and scanned variants without per-vendor configuration.
Does it work on scanned medical bills?
Yes. OCR, layout analysis, and field extraction run in a single pass, so scans, mobile photos, and native PDFs use the same endpoint and reach the same accuracy bar.
Can I push the extracted charges and cpt codes into my own system?
Yes. Receive structured JSON via REST, hit a webhook, or sync directly into Google Sheets, your data warehouse, or your accounting tool.
How accurate is Docusift at extracting charges and cpt codes?
Docusift reads each medical bill visually rather than matching a template, and every extracted value ships with a per-field confidence score and a citation back to the source pixel — so low-confidence charges and cpt codes route to human review automatically instead of landing unchecked.
Do I need to train a model first?
No. Docusift recognizes hundreds of document types out of the box. Custom fields are configured with a single sentence — no labeled training data required.
How is pricing calculated?
Pay per page processed. There is a free tier for evaluation and volume discounts for production workloads. No seat fees.
Can Docusift handle scanned or photographed documents?
Yes. The pipeline runs OCR + layout analysis + extraction in one pass, so scans, mobile photos, and native PDFs all flow through the same endpoint.
Related extractors
Start extracting charges and cpt codes from medical bills
Free tier includes 100 pages per month. No credit card required.
Start free — no credit card