Regoxa OCR/ICR
Power up AI automation with reliable, accurate OCR
Make AI more efficient with OCR you can trust
Change how you work with documents using optical character recognition (OCR) and intelligent character recognition (ICR), the technology behind image-to-text conversion, document recognition, and processing.
Extractor, Regoxa's OCR and ICR engine, is tuned for accuracy, efficiency, and range, and they adapt to whatever you need them for. Whether you're extracting data from complex forms, building the next AI-powered app, or tightening up enterprise workflows, our Document AI platform gives you consistent, high-quality results from purpose-built AI.
From static documents to AI-ready data
OCR turns scanned or handwritten documents into machine-readable, AI-ready text while keeping the document's logical structure and original content intact. The extracted data is flexible, ready to feed a wide range of AI-driven tools and processes.
That output turns static documents into structured, usable information, bridging raw data and intelligent automation and opening up new room for efficiency across industries.
Where OCR meets AI
Inside intelligent document processing (IDP), this structured data drives accurate automation of tasks like invoice processing, contract validation, and compliance checks.
Paired with retrieval-augmented generation (RAG), it helps surface contextually relevant information so responses come back accurate. Autonomous agents like chatbots and virtual assistants benefit too, interacting more intelligently on the back of reliable, document-based knowledge.
And because the output is AI-ready, it can feed the training of advanced language models, adding quality and variety to training datasets without manual preprocessing.
01
What is OCR?
Optical character recognition (OCR) converts documents, such as scanned paper, PDFs, or images, into editable, searchable data. Using sophisticated algorithms and machine learning, Extractor's OCR recognizes machine-printed characters, reads the document's layout and logical structure, and turns it into structured, machine-readable, AI-ready text. That lets organizations digitize large volumes of paper-based information accurately.
Precise OCR is a key part of intelligent document processing, the thing that keeps data extraction accurate and outputs reliable. When extraction goes wrong, it spreads misinformation, slows decisions, and drives up manual work and cost. By freeing the content trapped in documents, accurate OCR makes clean automation possible and underpins smarter decisions. It's the backbone of AI-based automation, turning unstructured data into information you can act on.
02
What is ICR?
Intelligent character recognition (ICR) is an advanced extension of OCR. Where OCR mainly handles printed or typed text, ICR is built for handwritten characters and reads them with much higher accuracy. It uses AI and neural networks to keep learning and improving over time. ICR really earns its keep on handwriting-heavy documents like forms, checks, or historical archives. Add it to your document processing and you can automate and digitize more complex workflows while cutting manual data-entry errors.
OCR that pairs innovation with proven experience
What you get
01
Best-in-class OCR and ICR
Get the benefit of purpose-built AI with strong OCR and ICR. Capture printed text and handwritten data accurately, which makes it a fit for a wide range of use cases.
02
Scalable and secure
The platform processes large daily volumes with industry-grade scaling and adapts to businesses of any size. Strong security protects sensitive data while keeping performance, flexibility, and reliability high as you grow.
03
Made for developers
With APIs and SDKs in major programming languages, you can fold OCR and ICR into your applications or workflows cleanly. Configuration options let you tailor the solution to what you actually need.
04
Accurate data extraction and processing
Pull data from documents accurately and efficiently without trading away quality. Our OCR and ICR handle complex forms and varied layouts, including multi-page tables, busy backgrounds, barcodes, checkmarks, and high-resolution images.
05
Efficient language models
Lean on modern language models that give consistent, precise results across document types, from invoices to contracts, and handle multilingual content with ease.
06
Fast and accurate
Process even complex documents like forms and tables quickly, without losing accuracy. Turn cluttered, unstructured data into ready-to-use insight and save time and resources.
07
Understands complex documents
Keep your document layouts intact, including tables, charts, images, and nested structures, so the output stays AI-ready. You get clean data extraction with the original format preserved, which suits detailed reporting, deeper analysis, or clear documentation for stakeholders.
08
An interface that's easy to use
Add OCR and ICR to your existing systems through clear dashboards and APIs. There's no steep learning curve, so you can start streamlining workflows right away.
09
Deploy it your way
Match the setup to your needs. Go cloud-based for convenience, on-premise for more control, or use a simple REST API to integrate in just a few lines of code.
How OCR and ICR work
OCR analyzes, reads, and extracts text from scanned documents or images and converts it into machine-readable text. It's used to digitize printed books and articles, and in business processes that involve physical documents like invoices and receipts, so the text can be edited, searched, and stored electronically. OCR usually runs as one step inside a larger automation process, such as IDP.
01
Layout analysis: The foundation of OCR
Layout analysis is the first step. The document's structure gets examined to identify and segment the key elements, tables, images, text, barcodes, and checkmarks. Getting this right means each part is recognized and processed correctly, which sets up accurate data extraction and lets the system handle a wide range of document types and complexities.
02
Text recognition
At its most basic, character recognition analyzes features of the image and matches them to known patterns for characters and symbols, then words, and so on. With machine learning, neural networks, and in some edge cases transformers (the kind of technology behind large language models), accuracy climbs, and recognition works across different fonts, sizes, and languages. These methods adapt to variations in character shape, so even cursive handwriting and historically tough scripts like Arabic come through accurately.
03
Output
The structured, machine-readable, AI-ready output drives automation for tasks like invoice processing and compliance checks, strengthens retrieval-augmented generation (RAG) with contextually relevant data, supports intelligent interactions in chatbots and virtual assistants, and enriches AI model training with diverse, high-quality datasets.
What types of businesses benefit from your OCR/ICR solution?
Businesses of every size, from small startups to large enterprises. It's especially useful in banking, insurance, healthcare, legal, and logistics, where processing large volumes of documents accurately really matters.
Is your solution compliant with data security regulations?
Yes. Our technology follows industry-leading security standards and supports compliance with regulations such as GDPR and HIPAA, protecting sensitive business and customer information.
What sets your OCR/ICR technology apart?
Features like table recognition, structure preservation, and clean integrations with popular tools and systems, plus scalable, customizable deployment options that flex to different business needs.
Can your system handle multilingual documents?
Yes. The solution supports many languages, including English, Spanish, French, German, Chinese, Japanese, Korean, and Arabic, among others. See our documentation for the full list.
Do you offer customer support and training?
Yes. We provide support and training resources so implementation goes smoothly and you get the most from the solution, and our support team is on hand for technical questions.
Can the solution process handwritten notes accurately?
Yes. Our intelligent character recognition (ICR) reads handwritten notes accurately, which is what sets it apart from many traditional OCR solutions.
What are the deployment options?
Cloud-based, on-premise, and hybrid, so you can pick what fits your operational and security needs.
Frequently asked questions
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