Out-of-the-box pre-trained ML packages

We offer a set of pre-trained Machine Learning extraction capabilities (listed below), as well as the ability to train custom extractors either starting from one of these pre-trained extractors, or starting from scratch.

We provide a range of pre-trained out-of-the-box models that can process common document types. These models are available as public endpoints, such as https://du.uipath.com/ie/invoices, which can be consumed by activities right away without any model training. Custom trained extractors are trained in Document Understanding in Automation Suite by using the One Click Extraction feature.

These models can be integrated into automations in the following ways:

• In classic RPA workflows in Studio Desktop using the IntelligentOCR.Activities, the OCR.Activities, and the DocumentUnderstanding.ML.Activities packages.
• In cross-platform, RPA workflows in Studio Desktop or Studio Web using the DocumentUnderstanding.Activities package.
• By calling the Document Understanding^TM REST APIs.

Pre-trained extractors

Note: For the complete list of extracted fields for each document type, check the Out-of-the-box Models Details file.

You can also check the list of fields and types on any endpoint, including public endpoints or Skills deployed in AI Center, in the /info/model object. To access this, simply add /info/model to any endpoint, like so: https://du.uipath.com/ie/invoices/info/model. For an enhanced reading experience of the fields list, it's recommended to install a JSON viewer extension in your browser.

Table 1. Pre-trained extractors

Document Type	Lines of Business
709 United States Gift (and Generation-Skipping Transfer) Tax Return Preview	Tax
941x Adjusted Employer's Quarterly Federal Tax Return or Claim for Refund Preview	Tax
- Preview	Tax
1040 US Income Tax Form	Tax
1040 Schedule C Preview	Tax
1040 Schedule D Preview	Tax
1040 Schedule E Preview	Tax
3949a Information Referral Preview	Tax
4506-T Request for Transcript of Tax Return	HR Employee Onboarding, Tax
9465 Installment Agreement Request Preview	Tax
ACORD 25 Certificate of Liability Insurance	Insurance Applications
ACORD 125 Commercial Insurance Application	Insurance Applications
ACORD 126 Commercial General Liability Insurance Section Form	Insurance Applications
ACORD 131 Umbrella / Excess Insurance Section Form	Insurance Applications
ACORD 140 Property Insurance Section Form	Insurance Applications
Bank Statements	Know Your Customer, Lending, Banking
Bills of Lading	Shipping, Supply Chain
Certificate of Incorporation/Good Standing	Supply Chain, Know Your Customer, Retail
Certificate of Origin	Supply Chain, Retail
Checks	Banking
Children Product Certificate	Supply Chain, Retail
CMS 1500 Health Insurance Claim Form	Insurance, Claims Processing, Healthcare
EU Declaration of Conformity	Supply Chain, Retail
Financial Statement	Finance, Banking, Know Your Customer
FM 1003 Uniform Residential Loan Application Form - Preview	Lending, Banking
I9 Employment Eligibility Verification Form	HR Employee Onboarding
ID Cards and Driver’s Licenses	Know Your Customer, Public Sector
Invoices	Accounts Payable, Order to Cash, Finance
Invoices China	Accounts Payable, Order to Cash, Finance
Invoices Hebrew Preview	Accounts Payable, Order to Cash, Finance
Invoices India	Accounts Payable, Order to Cash, Finance
Invoices Japan	Accounts Payable, Order to Cash, Finance
Invoices Shipping	Accounts Payable, Order to Cash, Finance, Shipping, Supply Chain
Packing Lists	Shipping, Supply Chain
Passports	Know Your Customer
Payslips	Payroll, HR
Purchase Orders	Order to Cash, Finance, Accounts Receivable
Receipts	Expense
Remittance Advices	Order to Cash, Finance, Accounts Receivable
UB04 Preview	Insurance, Claims Processing, Healthcare
Utility Bills	Know Your Customer, Property Management
Vehicle Titles	Public Sector, Lending, Finance
W2 Wage and Tax Statement	Tax, Lending, Know Your Customer
W9 Request for Taxpayer Identification Number and Certification	HR, Employee onboarding