Fix OCR & Broken Fax Text — Instantly
Paste garbled text from scanned faxes, PDFs, insurance documents, or any OCR output. Rejoin broken words, repair codes, fix dollar amounts, and restore readable text. 100% private — no data ever leaves your browser.
How to Fix OCR & Broken Fax Text
This tool repairs common OCR (optical character recognition) errors that occur when scanning faxes, PDFs, or printed documents. It rejoins characters that were incorrectly split by spaces, repairs codes, and restores proper formatting.
Step 1 — Paste Your Garbled Text
Copy the messy text from your scanned document, fax, or PDF. Paste it into the input box above.
Step 2 — Text Is Cleaned Automatically
As you paste, the tool applies your selected fixes: merging broken words, fixing codes, repairing dollar amounts, normalizing dates, collapsing extra spaces, and trimming lines. The cleaned version appears instantly on the right.
Step 3 — Copy or Download the Result
Once cleaned, copy the text to your clipboard or download it as a .txt file. Use it in your EHR, billing software, or Excel.
Common OCR Artifacts This Tool Repairs
Who Uses This Tool
Common Tasks This Tool Solves
- Fix patient names like “J o h n D o e” → “John Doe”
- Repair CPT codes like “9 9 2 1 3 – 2 5” → “99213-25”
- Clean ICD‑10 codes like “E 1 1 . 9” → “E11.9”
- Fix HCPCS codes like “A 0 4 2 8” → “A0428”
- Repair NDC codes like “1 2 3 4 5 – 6 7 8 9 – 0 1” → “12345-6789-01”
- Fix dollar amounts like “$ 1 2 5 0 . 0 0” → “$1250.00”
- Normalize dates like “0 1 / 0 1 / 1 9 8 5” → “01/01/1985”
- Remove excessive spaces from fax headers
Frequently Asked Questions
What is OCR (Optical Character Recognition) in Healthcare?
OCR (Optical Character Recognition) is technology that converts scanned documents (faxes, PDFs) into editable text. However, OCR often introduces errors like spaces between letters. This tool fixes those errors, making the text readable again. Understanding what is OCR in healthcare is essential for anyone dealing with digitized medical records.
How do I fix OCR errors in medical documents?
Paste the garbled text into this tool and enable the desired fixes. It automatically merges spaced letters, repairs codes, fixes dollar amounts, and normalizes dates – all without sending your data to any server. This is the fastest way to fix OCR error issues in healthcare documents.
Will it merge normal words incorrectly?
No. The merge logic only applies to sequences where each token is a single character (like “P a t i e n t”). Normal words contain multi‑character tokens and are left untouched.
Is it safe for PHI?
Absolutely. All processing happens in your browser – no data is ever sent to any server. It’s 100% HIPAA‑safe.
🔒 Privacy & HIPAA Safety
This tool processes all text entirely in your web browser using JavaScript. No data is ever transmitted to any server, stored in any database, or sent over the internet. Your documents never leave your computer.
This client‑side architecture makes it safe for use with documents containing Protected Health Information (PHI) under HIPAA guidelines. There is no data exchange, so no Business Associate Agreement (BAA) is required.