OCR / ICR
Revolutionize how you work with documents using optical character recognition (OCR) and intelligent character recognition (ICR), the cutting-edge technology for image-to-text conversion, document recognition and processing.
Highly optimized to deliver unmatched efficiency, accuracy, and versatility, ABBYY’s OCR and ICR technologies adapt seamlessly to diverse needs, optimizing performance across various applications. Whether you're looking to extract data from complex forms, build the next-gen AI-powered app, or streamline enterprise workflows, our Document AI platform delivers consistent and high-quality results with purpose-built AI.
OCR technology converts scanned or handwritten documents into machine-readable, AI-ready text, maintaining the document's logical structure and original content. The extracted data becomes highly versatile, ready to power a wide range of AI-driven tools and processes.
OCR’s output transforms static documents into actionable, structured information, forming a critical bridge between raw data and intelligent automation, while opening new opportunities for efficiency and innovation across industries.
Optical character recognition (OCR) is a technology designed to convert different types of documents, such as scanned paper documents, PDFs, or images, into editable and searchable data. By utilizing sophisticated algorithms and machine learning, ABBYY’s OCR identifies and processes machine printed characters, understands document layout and logical structure, and converts them into structured, machine-readable, AI-ready text. This allows organizations to digitize large volumes of paper-based information accurately and efficiently.
Precise OCR is a critical component of intelligent document processing, ensuring accurate data extraction and reliable outputs that drive business efficiency. Inaccurate data extraction can lead to misinformation, hinder decision-making, and compromise business operations, resulting in increased manual labor, higher costs, and reduced productivity. By unlocking content and insights trapped in documents, precise OCR enables seamless automation and supports smarter decision-making processes. It serves as the backbone of AI-based automation workflows, transforming unstructured data into actionable information for advanced technological solutions.
Intelligent character recognition (ICR) is an advanced extension of optical character recognition (OCR) technology. While OCR is primarily designed to recognize printed or typed text, ICR specializes in processing handwritten characters with a higher degree of accuracy. This cutting-edge technology leverages artificial intelligence and neural networks to continuously learn and improve its recognition capabilities over time. ICR is particularly valuable in scenarios that involve handwriting-heavy documentation, such as forms, checks, or historical archives. By integrating ICR into document processing systems, organizations can further enhance the automation and digitization of complex workflows, minimizing manual data entry errors and streamlining information management.
Unlock the power of advanced purpose-built AI with superior optical character recognition (OCR) and intelligent character recognition (ICR). Accurately capture printed text and even handwritten data, making it ideal for diverse use cases.
Our platform processes millions of documents daily with industry-grade scaling, adapting seamlessly to businesses of all sizes. Equipped with top-tier security, it protects sensitive data while ensuring unparalleled performance, flexibility, and reliability as your needs grow.
With comprehensive APIs and SDKs available in major programming languages, seamlessly integrate OCR / ICR functionality into your applications or workflows. Customizable configuration options allow you to tailor the solution to fit your specific needs.
Extract data from documents accurately and efficiently without compromising quality. Our OCR/ICR technology is designed to handle complex forms and diverse layouts with ease, including multi-page tables, intricate backgrounds, barcodes, checkmarks, and high-resolution images.
Benefit from state-of-the-art language models that deliver consistent and precise results across different document types, from invoices to contracts. These models are designed to handle multilingual content with ease.
Process even highly complex documents, such as forms and tables, at lightning-fast speeds without sacrificing accuracy. Quickly transform cluttered, unstructured data into ready-to-use insights, saving time and resources.
Maintain the integrity of your document layouts, including tables, charts, images, and hierarchical structures, to ensure AI-ready outcomes. This approach guarantees seamless data extraction while preserving the original format, making it perfect for detailed reporting, in-depth data analysis, or creating visually clear and accurate documentation for stakeholders.
Easily integrate OCR and ICR capabilities into your existing systems with intuitive dashboards and APIs. No steep learning curve—start streamlining your workflows right away.
Tailor your implementation to your business requirements with flexible deployment options. Opt for cloud-based solutions for convenience, on-premise for greater control, or a simple REST API for seamless integration with just a few lines of code.
OCR stands for optical character recognition. OCR technology is used to analyze, read, and extract text in scanned documents or images and convert it into machine-readable text. It is often used to digitize printed books and articles, or in business processes involving physical documents, such as invoices and receipts, so that the text content can be edited, searched, and stored electronically. OCR technology is typically integrated with other applications, such as IDP, as one step of a larger process of intelligent automation.
Layout analysis is the initial step in the OCR process, where the document's structure is examined to identify and segment key elements such as tables, images, text, barcodes, and checkmarks. This step ensures that each component is accurately recognized and processed, laying the foundation for precise data extraction and enabling seamless handling of diverse document types and complexities.
In its basic version, character recognition in OCR involves analyzing various characteristics of the image and matching it to predefined patterns or templates that represent known characters and symbols, then words, and so on. By utilizing advancements in machine learning (ML), neural networks (NNs), and in specific edge cases event transformers (similar to the technology used in large language models), this process achieves higher accuracy, enabling recognition across diverse fonts, sizes, and languages. These advanced technologies adapt to variations in character shapes, ensuring precise interpretation even from cursive handwriting or languages that have been very challenging for traditional OCR approaches, such as Arabic.
The structured, machine-readable, AI-ready information extracted from documents enables automation for tasks like invoice processing and compliance checks, enhances retrieval-augmented generation (RAG) by providing contextually relevant data, supports intelligent interactions in chatbots and virtual assistants, and enriches AI model training by supplying diverse, high-quality datasets.
Image enhancement
OCR / ICR
Data outputIngest documents from multiple channels—mobile devices, email, shared folders, network scanners, and direct connections to business systems via API or pre-built connectors—ensuring seamless integration into your workflows, no matter how documents enter your organization. This flexibility empowers you to efficiently support diverse business processes, adapting to your specific needs and streamlining operations from every entry point.
The quality of document images can vary significantly due to issues like poor lighting and distortions from mobile cameras—or come with multiple auxiliary elements such as patterned backgrounds, protection marks, field markings, lines, and guides that obscure important information.
ABBYY’s AI-powered image enhancement algorithms optimize each image for accurate data extraction. The AI corrects distortions and separates text from the background, cleaning up even the most complex and visually busy documents—such as IDs, birth certificates, and forms—to achieve reliable results and high straight-through processing rates.
AI has transformed the ability to read and interpret content previously deemed impossible to process, dramatically expanding the use cases for automation. ABBYY IDP uses advanced AI-based optical character recognition (OCR) and intelligent character recognition (ICR) technologies to digitize printed and handwritten text, preparing it for further processing. These technologies are able to recognize the logical structure of the whole document, including complex elements such as tables, enabling document classification, data extraction, and high-quality export to digital formats.
Automate document classification and routing with AI classification models that analyze both text and image features through multimodal learning to recognize and organize documents. Once classified, documents are automatically assigned an AI extraction model for processing. By incorporating human-in-the-loop input, the models learn from user corrections and automatically adjust, continuously improving their performance over time.
Extract data from structured, semi-structured, or unstructured business documents using advanced AI and machine learning that mimic human understanding. ABBYY IDP reads and understands documents in over 200 languages and effortlessly handles complex tables, handwriting, checkmarks, barcodes, signatures, and more.
Automatic validation cross-checks information against databases and ensures compliance with built-in validation rules. Our low-code design approach gives you the flexibility to use pre-trained models available in the ABBYY Marketplace, tweak these ready-to-use models for the unique needs of your organization, or train custom models tailored to your specific documents.
Combine purpose-built AI with the flexibility of Large Language Models (LLMs) to enhance document workflows. This hybrid approach enables advanced summarization, contextual reasoning, and automated communication, unlocking new efficiencies in a secure and scalable environment.
Keep refining your processes through human-in-the-loop (HITL) review, which lets subject matter experts step in to manually check and correct document classes as well as extracted data through a convenient interface. This optional step is crucial when 100% accuracy is required or when a document doesn’t meet the specific validation rules established for each AI model. Each time a correction is made, the AI models improve through continuous learning and get more accurate.
The advanced quality analytics provided by ABBYY Document AI provide a clear understanding of your document processing performance and track improvements in straight-through processing rates over time. With actionable insights and tailored recommendations, you can pinpoint the root causes of problems and take effective actions to improve data extraction quality of the models for superior business outcomes within your IDP workflow.
ABBYY Document AI automatically exports data in the required format to meet your needs—whether JSON, CSV, XML, or others. The data is then sent seamlessly to your automation systems and business applications through simple REST API or pre-built connectors into your downstream processes.
Discover the power of IDP to make your automation robots smarter and your data extraction more efficient.
Explore about the cutting-edge AI that is built into each step of ABBYY’s intelligent document processing pipeline.
Learn about the key differences between what optical character recognition (OCR) offers versus a broader intelligent document processing (IDP) solution.
Discover the power of IDP to make your automation robots smarter and your data extraction more efficient.
Explore about the cutting-edge AI that is built into each step of ABBYY’s intelligent document processing pipeline.
Learn about the key differences between what optical character recognition (OCR) offers versus a broader intelligent document processing (IDP) solution.
Schedule a demo and see how ABBYY intelligent automation can transform the way you work—forever.
Discover the power of IDP to make your automation robots smarter and your data extraction more efficient.
Explore about the cutting-edge AI that is built into each step of ABBYY’s intelligent document processing pipeline.
Learn about the key differences between what optical character recognition (OCR) offers versus a broader intelligent document processing (IDP) solution.
