Data corruption tool

OCR Error Generator

Turn clean text into realistic OCR-style mistakes like confused characters, missing spaces, dropped letters, broken words, and punctuation errors.

Runs Locally

This tool runs in your browser. Files never leave your device.

Generated OCR-style text
Applied 3 changes across 29 words.
Invoice number 1008 wa5 scanned from an old receipt. The customer name was Willam Clark and the total was $48.90. Please compare thisclean text against OCR output.
Runs locally: your text stays in your browser.
Realistic noise: common OCR confusions are spread through the text.
Testing-friendly: useful for OCR cleanup, parser tests, and dirty datasets.

What this tool does

Simulate OCR scanning mistakes by replacing characters with realistic recognition errors commonly found in scanned documents.

How it works

Paste text and choose the desired error level. The tool applies realistic OCR-style substitutions and formatting mistakes.

When to use OCR Error Generator

OCR testing
AI model training
Dataset generation
Parser testing