Document Understanding について

UiPath Document Understanding^TM uses a combination of robotic process automation (RPA) and AI to automatically process your documents.

ドキュメント処理は、すべての企業が直面する課題です。ドキュメントを手動で処理したり、レガシ ソリューションを使用したりすると、ビジネスの成長が制限され、リスクが増加し、提供するカスタマー エクスペリエンスの低下を招きます。また、データを手動で解釈および入力すると間違いや遅れが生じ、カスタマー ジャーニーにおける重要なイベントと業務プロセスの効率性に影響します。UiPath Intelligent Document Processing を使用すると、ドキュメント処理をエンド ツー エンドで自動化し、最新の AI 機能をエンタープライズレベルのオートメーションにシームレスに統合できます。

There are two distinct products part of the UiPath Intelligent Document Processing solution:

• Document Understanding^TM: is a no-code and user-friendly solution that combines specialized and generative models to extract and interpret data from various documents and ensure end-to-end document processing. From structured to unstructured, the tool can process a wide variety of documents, recognizing different objects like tables, handwriting, signatures, and checkboxes, and is versatile in handling various file formats.
• Communications Mining: is a no-code solution that utilizes unsupervised and active learning techniques to develop machine learning (ML) models specially designed for each customer's requirements. The solution enables businesses to automate their most frequent and time-consuming requests. As a result, it is possible to extract, track, and automate every conversation from beginning to end using Communication Mining. To learn more about this, check the Communications Mining User Guide.

The current guide focuses on Document Understanding^TM, which pairs robotic process automation (RPA) with AI to help you process your documents automatically.

機能

UiPath Document Understanding^TM combines RPA and AI to help you extract and interpret data from a wide range of document types and formats, including images, PDFs, handwriting, signatures, checkboxes, and tables. It is designed to process documents intelligently, using a combination of rules, templates, and specialized or generative language models. As part of the UiPath Business Automation platform, Document Understanding ensures end-to-end automation. It collects documents from various sources, allowing you to validate the extracted information using human in the loop components, and responds based on this information.

図 1.Document Understanding フレームワーク

どのような課題を解決するか

Document Understanding^TM handles large amounts of data efficiently, making it an ideal tool for businesses dealing with extensive document processing. It uses intelligent algorithms to process and structure data within documents providing an efficient and effective way of handling large amounts of unstructured information.

Document Understanding can help you improve business growth and scalability. Labor-intesive document processing limits the ability of companies to scale efficiently and capture market opportunity. As a part of the UiPath Platform, Document Understanding can be used in various cases involving documents, saving substantial time and reducing costs associated with manual document processing.

The product can help you improve customer experience. It simplifies the processing of complex, unstructured data, expediting decision-making processing, onboarding, and servicing. Automating document processing also reduces the risk of errors. By mitigating the risk of human error, data input errors, missed information, and incorrect procedures are less likely to occur. The result is improved compliance, reduced time people spend on rework, and less losses for you and your customers.