AI Documents
Document AI or Document Intelligence applies AI to document managament
Document AI is a technology that uses machine learning, neural networks, and natural language processing to analyze, interpret, and extract information from documents.
It is particularly valuable for organizations dealing with large amounts of unstructured data, like most big companies. The goal is to help convert the information contained in the documents into actionable insights, to streamline business processes, and to make high quality information readily available to knowledge workers. Here is an illustration of the process:
Document AI extracts text from printed and handwritten documents, analyzes document structure and layout, identifies key-value pairs and tables, and processes the data for use by AI. The data includes structured data like spreadsheets, semi-structured data such as forms, and unstructured data like emails. The technologies used include Optical Character Recognition (OCR). natural language processing, machine learning models, especially deep learning, and computer vision.
Document AI is used for legal document analysis, healthcare record processing, financial documents, insurance, publishing, and more. Any organization that is lost in paperwork is a candidate for a Document AI system.
Key Products
- IBM: IBM Automation Document Processing is a low-code solution that uses AI and deep learning to classify and extract information from structured and unstructured documents.
- Google Cloud: Google Cloud Document AI is an enterprise platform that offers a comprehensive suite of tools to automate document processing.
- BigQuery: Google Cloud's BigQuery is a fully managed, serverless and scalable data warehouse. It supports quick analysis of large datasets using structured query language (SQL).
- Vertex: Vertex AI is a unified platform designed to streamline the entire machine learning lifecycle, from data preparation to model deployment and monitoring.
- Microsoft: Azure AI Document Intelligence is a cloud-based Azure AI service that enables you to build intelligent document processing solutions.
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