Document AI documentation

Training and tutorials

Codelab

Optical Character Recognition (OCR) with Document AI (Python)

This codelab will teach how to perform Optical Character Recognition using the Document AI Python Client Library. You will explore how to perform online and batch processing of documents with a PDF of the classic novel "Winnie the Pooh" by A.A. Milne.

Document AI

Codelab

Form Parsing with Document AI (Python)

In this codelab, you will learn how to use the Document AI Form Parser to parse a handwritten form with Python. We will use a simple medical intake form as an example, but this procedure will work with any generalized form supported by DocAI

Document AI

Codelab

Specialized Processors with Document AI (Python)

In this codelab, you will learn how to use Document AI Specialized Processors to classify and parse specialized documents with Python. We will use an invoice as an example, but this procedure will work with any specialized document supported by Document AI.

Document AI Procurement DocAI Lending DocAI Contract DocAI

Codelab

Managing Document AI processors with Python

In this lab, you will focus on managing Document AI processors programmatically with the Python client library.

Document AI Procurement DocAI Lending DocAI Contract DocAI

Codelab

Document AI: Human-in-the-Loop

In this lab, you will configure and test an expense processor using human review to validate the results from the processor using the human-in-the-loop configuration and management tools.

Document AI Human-in-the-Loop Procurement DocAI Lending DocAI Contract DocAI

Tutorial

Automating income taxes with Document AI

For the United States, Tax Day is upon us. Luckily, Lending Document AI can intelligently classify and parse many common documents used for tax preparation. Learn how to build a tax processing pipeline using Document AI.

Document AI Lending DocAI

Tutorial

Smarter applications with Document AI, Workflows and Cloud Functions

With compute solutions on Google Cloud and Document AI, you can create seamless integrations and easy to use applications for your users. Document AI is a platform and a family of solutions that help businesses to transform documents into structured data backed by machine learning. In this blog post we'll walk you through how to use Serverless technology to process documents with Cloud Functions, and with workflows of business processes orchestrating microservices, API calls, and functions, thanks to Workflows.

Document AI Workflows

Tutorial

Diving into your documents with DocAI

We recently announced the GA of the Document AI Platform, Google's solution for automating and validating documents to streamline document workflows. Important business data is not always readily available in computer-readable formats. This is what we consider dark formats such as pdfs, handwritten forms and images.

Document AI

Tutorial

Using Document AI to automate procurement workflows

Document AI

Tutorial

Building a document understanding pipeline with Google Cloud

Document understanding is the practice of using AI and machine learning to extract data and insights from text and paper sources such as emails, PDFs, scanned documents, and more. In the past, capturing this unstructured or "dark data" has been an expensive, time-consuming, and error-prone process requiring manual data entry. Today, AI and machine learning have made great advances towards automating this process, enabling businesses to derive insights from and take advantage of this data that had been previously untapped.

Document AI AutoML Vision AutoML Natural Language

Qwiklabs

Automate Data Capture at Scale with Document AI

Earn a skill badge by completing the Automate Data Capture at Scale with Document AI quest, where you learn how to create a document processing pipeline that will automatically process documents. You will learn how to use the Document AI form processor to extract data from the documents and save the data.

Document AI Procurement DocAI BigQuery Google Maps API

Use cases

Blog

Introducing Document AI platform, a unified console for document processing

Document AI

Blog

Add intelligence to your document processing with Google's Enterprise Knowledge Graph

With Document AI, we are bringing the power of Google search to help customers understand their documents. This means that the same Google knowledge graph technology that helps you find the name, address or phone number of your favorite restaurant can now enrich your document extraction with the right name, fully qualified address, and updated phone number.

Document AI Enterprise Knowledge Graph

Research

Google AI Blog: Extracting Structured Data from Templatic Documents

Templatic documents, such as receipts, bills, insurance quotes, and others, are extremely common and critical in a diverse range of business workflows. Currently, processing these documents is largely a manual effort, and automated systems that do exist are based on brittle and error-prone heuristics. A system that can automatically extract all this data has the potential to dramatically improve the efficiency of many business workflows by avoiding error-prone, manual work.

Document AI

Industry Solution

Customers cut document processing time and costs with DocAI solutions, now generally available

The latest releases of Document (Doc) AI platform, Lending DocAI and Procurement DocAI, built on decades of AI innovation at Google, bring powerful and useful solutions to these challenges.

Document AI Procurement DocAI Lending DocAI

Industry Solution

Going global: Workday uses Google Cloud AI to accelerate document processing

Scaling a business that sorts through millions of documents daily, across a global operation, is a tall order. Workday, with more than 3,400 core Workday Financial Management and Workday HCM customers, offers the Workday Expenses solution to provide a frictionless expense reporting experience for their customers. Here's how they did it using Google Cloud's Procurement DocAI.

Document AI Procurement DocAI

Industry Solution

How Mr. Cooper is using AI to increase speed and accuracy for mortgage processing

Mr. Cooper Group is an industry-leading mortgage services provider serving customers through servicing, originations, and digital real estate solutions. Using Google Cloud AI and ML solutions, they created a highly reliable, cloud native document analysis and processing platform to process lending documents and unlocked new levels of accuracy and operational efficiency that help them to scale and control the cost at the same time. Read on to hear how they did it.

Document AI Lending DocAI

Code samples

github

Document AI Samples Repository

The repository contains Googler-created samples and Community samples that demonstrate how to analyze, classify and search documents using Document AI.

Document AI

google cloud

Google Cloud Document AI samples

Search or browse all available Document AI code samples.

Document AI

github

Python Client for Document AI

Document AI Python

github

Document AI Client for Java

Document AI Java

github

Document AI: Node.js Client

Document AI Node.js

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Reference

Resources

Training and tutorials

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Code samples

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