AI OCR Text Extractor - High Precision Image-to-Text

What does AI OCR Text Extractor do?

AI OCR Text Extractor is a high-performance solution designed to extract text from images with exceptional accuracy. Powered by industrial-grade deep learning models, it transforms unstructured image data into structured, searchable JSON data in seconds.

The actor can process:

• Invoices and financial documents
• Receipts and transaction records
• Screenshots and digital documents
• Handwritten notes and forms
• Scanned documents and image-based records

Why use AI OCR Text Extractor?

Organizations across industries generate millions of images daily—from scanned paperwork to digital receipts. Manual text extraction is time-consuming and error-prone, while traditional OCR solutions often struggle with complex layouts, varied handwriting, and poor image quality.

AI OCR Text Extractor solves these challenges with deep learning models that understand context and handle real-world complexity. Here are just some of the ways you could benefit from automated text extraction:

• Automate Workflows: Reduce manual data entry by pushing extracted text directly to your database.
• Financial Processing: Extract structured data from invoices and receipts for accounting systems.
• Digitization: Turn handwritten notes and forms into searchable archives.
• Data Engineering: Feed clean text data into machine learning pipelines and LLMs.
• Compliance: Speed up regulatory documentation and audit processes.

If you would like more inspiration on how automated document processing could help your business or organization, check out our industry pages.

How to use AI OCR Text Extractor

It's easy to extract text from images with AI OCR Text Extractor. Just follow these few steps and you'll get your structured data in seconds.

1. Click on Try for free.
2. Upload your images to the Key-Value Store or provide a list of image URLs.
3. Configure optional parameters like OCR Languages and Minimum Confidence.
4. Click on Run.
5. When the extraction is finished, preview or download your data from the Dataset tab in JSON, CSV, or Excel formats.

How much will it cost to use AI OCR Text Extractor?

Apify gives you $5 free usage credits every month on the Apify Free plan. Depending on image resolution and complexity, you can process hundreds of images per month completely free!

If you need to process more images regularly, we recommend our $49/month Starter plan, which provides substantial additional credits for high-volume text extraction tasks.

For enterprise-scale document processing, the Scale plan at $499/month offers dedicated resources and priority support.

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⚡ Performance & Memory Optimization

OCR is a computationally intensive task. To ensure smooth operation and avoid Out of Memory (OOM) errors:

• Setting Up RAM: We recommend setting the Actor's memory to at least 4096MB (4GB) in the Settings tab. High-resolution images or large batches may require 8GB+ to process efficiently.
• GPU Acceleration: For heavy workloads, enable the GPU setting in the input. Ensure you are using a GPU-enabled Apify plan for this to take effect.

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Results

The actor returns a structured JSON dataset. Each record includes the full combined text and detailed information for every detected text block (including bounding boxes).

{
  "source_file": "invoice.png",
  "file_type": "image",
  "total_pages": 1,
  "languages_used": ["en"],
  "combined_text": "Invoice #12345\nDate: 2024-05-12\nTotal: $599.99",
  "total_word_count": 8,
  "pages": [
    {
      "page_number": 1,
      "full_text": "...",
      "blocks": [
        {
          "text": "Invoice #12345",
          "confidence": 0.9982,
          "bounding_box": {
            "top_left": [10, 20],
            "top_right": [200, 20],
            "bottom_right": [200, 50],
            "bottom_left": [10, 50]
          }
        }
      ]
    }
  ]
}

Tips for using AI OCR Text Extractor

• Image Quality: Upload clear, high-contrast images for best results. Blurry or extremely low-resolution images may reduce accuracy.
• Specify Languages: For non-English text, always select the appropriate language in the dropdown to significantly improve character recognition.
• Confidence Threshold: Use the minConfidence setting to filter out noisy artifacts or half-cut characters in messy documents.
• OOM Errors: If the run fails with an "OOM" (Out of Memory) error, simply increase the memory in the Actor's Settings to 4GB or 8GB.

Legal considerations

This actor extracts text from images you provide. You are responsible for ensuring you have the legal right to process and store the data contained within those images.

Note that personal data is protected by GDPR in the European Union and by other regulations around the world. You should not process images containing personal data unless you have a legitimate reason to do so. If you're unsure, consult your legal team.

We also recommend that you read our blog post: is web scraping legal?

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For more information, visit the AI OCR Text Extractor actor page.