Introducing AI Polish: Fix OCR Errors With One Click
May 2026 · 4 min read
The problem with OCR text
Every OCR engine makes mistakes. Handwritten notes come back with “rn” instead of “m”. Scanned receipts confuse “0” with “O”. Old documents produce garbled words where characters bleed together. You spend more time fixing the output than you saved by not typing it manually.
These aren’t random errors — they’re predictable patterns. Character confusion follows rules: “cl” becomes “d”, “l” becomes “1”, “vv” becomes “w”. An AI that sees both the original image and the extracted text can fix these systematically.
How AI Polish works
After extracting text from your image, click the AI Polish button. FastOCR sends both your original image and the OCR text to a multimodal AI model. The model cross-references what it sees in the image with what the OCR engine produced, fixing errors that are obvious when you can see the source.
The entire process takes 2-3 seconds. You get back corrected text with every change highlighted, plus a confidence score telling you how much was modified.
Raw OCR output
I recieved your flwers. Roses are rny favorlte, how did you knw?
After AI Polish
I received your flowers. Roses are my favourite, how did you know?
What it fixes
- •Character confusion: rn→m, cl→d, 0→O, l→1, vv→w
- •Broken words from line breaks or poor scan quality
- •Missing or doubled spaces between words
- •Lost punctuation and formatting
AI Polish preserves all numbers, dates, and proper nouns exactly as they appear. A validation gate rejects any correction that changes more than 15% of words or alters numeric data — preventing hallucination.
Pricing
Every signed-in user gets 5 free AI Polish corrections per month. Pro subscribers ($9.99/mo) get unlimited corrections. No signup is required for standard OCR — AI Polish is the first feature that benefits from an account.
Try AI Polish free
Upload an image, extract text, and click AI Polish.
Upload an image