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Technology Explained · 7 min

How OCR Works: Extract Text from Images and Scanned PDFs (2026 Guide)

Learn how OCR turns photos and scanned PDFs into editable text, how local Tesseract.js OCR compares with AI OCR, and how Allin PDF handles both in your browser.

Key Takeaways

  • ✓What is OCR: Optical Character Recognition converts images of text (photos, scans) into machine-readable, editable text data.
  • ✓Two engines: Allin PDF's free OCR runs Tesseract.js in your browser, so files are not uploaded. Pro adds AI OCR powered by Gemini, up to 50 pages per run.
  • ✓Language support: The free engine recognizes 5 languages: English, Simplified Chinese, Traditional Chinese, Japanese and Korean. Pro AI OCR also reads other languages such as German, Spanish and French.
  • ✓Output: Allin PDF returns plain text that you can copy or save as a .txt file. It does not create searchable PDFs or Word files.

What is OCR (Optical Character Recognition)?

OCR is a technology that analyzes images containing text, such as photographs, scanned documents, screenshots and image-only PDFs, and converts the visual text into machine-readable character data. The output is text that can be copied, searched and processed by other software. Without OCR, a scanned document is just a picture. With OCR, it becomes usable digital text.

Optical Character Recognition (OCR)
A technology that uses pattern recognition and machine learning to identify text characters within images, converting visual representations of text into encoded digital text. Modern OCR handles many fonts and layouts. How accurate it is depends mostly on the quality of the source image and on whether the engine has been trained for the language.

How OCR Processing Works: Step by Step

  1. Image preprocessing: Convert to grayscale, adjust contrast, remove noise, correct skew/rotation, and binarize (convert to pure black and white).
  2. Layout analysis: Detect text regions, identify columns, paragraphs and text lines. Separate text from images, tables and decorative elements.
  3. Character segmentation: Break text lines into individual characters or character groups. Handle connected characters and variable spacing.
  4. Character recognition: Compare each character against trained models. Tesseract uses an LSTM neural network trained per language; AI OCR uses large multimodal models that read the whole page in context.
  5. Post-processing: Apply language models and dictionaries to correct recognition errors. Fix common misrecognitions (0 vs O, 1 vs l, etc.).
  6. Output generation: Produce the recognized text. Some OCR software can also keep position data to build a searchable PDF; Allin PDF outputs plain text only (copy or .txt).

AI OCR vs Traditional OCR

AspectAI OCR (Gemini in Allin PDF Pro)Traditional OCR (Tesseract.js, free)
Clean printed textVery goodGood in its trained languages
Handwritten textCan read neat handwritingVery limited
LanguagesMany, including German, Spanish, French5 in Allin PDF: EN, Simplified/Traditional Chinese, JA, KO
Complex layoutsCopes better with tables, columns, formsStruggles with non-linear layouts
Processing locationCloud (internet and Google sign-in required)In your browser, file stays on your device
LimitsUp to 50 pages per run, 100 runs per dayNo sign-up, no daily limit
PrivacyPages sent over an encrypted connection, not storedNever uploaded
CostIncluded in Pro ($9.99/month or $59.99/year)Free
Key Difference: AI OCR understands context. It can read "Dr. Smith" correctly even when the scan is blurry, because it knows that "Dr." is a title followed by a name. Traditional OCR mainly sees pixel patterns and is more likely to stumble over the same blurry text.

How Allin PDF Handles OCR

Allin PDF offers two engines. You pick the one that fits the document:

  1. Free: local engine (Tesseract.js): Runs in your browser, so the file is not uploaded. No sign-up and no daily limit. The language data is downloaded the first time you use a language. Best for privacy-sensitive documents in English, Chinese, Japanese or Korean.
  2. Pro: AI OCR (Gemini): Pages are sent over an encrypted connection to Gemini, which reads them with context. Up to 50 pages per run and 100 runs per day. Best for handwriting, poor scans, complex layouts and languages the local engine does not cover. If the AI fails on a page, that page falls back to the local engine.

Both engines accept JPG, PNG and PDF files, including scanned PDFs. Note that the web app needs an internet connection to open. If you need OCR fully offline, use the Allin PDF iOS app, where local tools run on the device.

Languages Supported

The free local engine in Allin PDF is trained for exactly 5 languages:

Other languages, such as German, Spanish, French, Italian or Portuguese, are not trained in the local engine. Accented letters and umlauts (é, ñ, ü, ß) are often misread there. For those documents, use Pro AI OCR (Gemini), which handles them well and can also deal with pages that mix several languages.

Tips for Best OCR Accuracy

Common OCR Use Cases

Ready to try it? Open Allin PDF OCR and drop in an image or scanned PDF.

Frequently Asked Questions

Can OCR recognize handwriting?

Pro AI OCR (Gemini) can read neat, legible handwriting, although results depend heavily on the writing. The local Tesseract engine is designed for printed text and handles handwriting poorly. For handwritten notes, use AI OCR.

Does OCR preserve the original formatting?

No. Allin PDF OCR extracts the text only and gives you plain text to copy or save as .txt. If you need the layout of a PDF in an editable document, use PDF to Word instead, which rebuilds the document structure as a .docx file.

Why does the local engine download language data?

Tesseract needs a trained model for each language. To keep the page load fast, Allin PDF downloads a language's data only the first time you use it. Your document itself is never uploaded. The web app still needs an internet connection to open, so for offline OCR use the iOS app.

Related Tools

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AI Document Restore

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