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://govcloud.uipath.us/ie/invoices, which can be consumed by activities right away without any model training.

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 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.

Table 1. Pre-trained Extractors

Document Type	Lines of Business	Public Endpoint URL
1040 US Income Tax Form	Tax	https://du.uipath.com/ie/1040
1040 Schedule C Preview	Tax	https://du.uipath.com/ie/1040_schedule_c
1040 Schedule D Preview	Tax	https://du.uipath.com/ie/1040_schedule_d
1040 Schedule E Preview	Tax	https://du.uipath.com/ie/1040_schedule_e
4506-T Request for Transcript of Tax Return	HR Employee Onboarding, Tax	https://du.uipath.com/ie/4506t
- Preview	Tax	https://du.uipath.com/ie/990
ACORD 25 Certificate of Liability Insurance	Insurance Applications	https://du.uipath.com/ie/acord25
ACORD 125 Commercial Insurance Application	Insurance Applications	https://du.uipath.com/ie/acord125
ACORD 126 Commercial General Liability Insurance Section Form	Insurance Applications	https://du.uipath.com/ie/acord126
ACORD 131 Umbrella / Excess Insurance Section Form	Insurance Applications	https://du.uipath.com/ie/acord131
ACORD 140 Property Insurance Section Form	Insurance Applications	https://du.uipath.com/ie/acord140
Bank Statements	Know Your Customer, Lending, Banking	https://du.uipath.com/ie/bank_statements
Bills of Lading	Shipping, Supply Chain	https://du.uipath.com/ie/bills_of_lading
Certificate of Incorporation/Good Standing	Supply Chain, Know Your Customer, Retail	https://du.uipath.com/ie/certificates_incorporation
Certificate of Origin	Supply Chain, Retail	https://du.uipath.com/ie/certificates_origin
Checks	Banking	https://du.uipath.com/ie/checks
Children Product Certificate	Supply Chain, Retail	https://du.uipath.com/ie/children_product_certificates
CMS 1500 Health Insurance Claim Form	Insurance, Claims Processing, Healthcare	https://du.uipath.com/ie/cms1500
EU Declaration of Conformity	Supply Chain, Retail	https://du.uipath.com/ie/eu_declaration_conformity
Financial Statement	Finance, Banking, Know Your Customer	https://du.uipath.com/ie/financial_statements
FM 1003 Uniform Residential Loan Application Form - Preview	Lending, Banking	https://du.uipath.com/ie/fm1003
I9 Employment Eligibility Verification Form	HR Employee Onboarding	https://du.uipath.com/ie/i9
ID Cards and Driver’s Licenses	Know Your Customer, Public Sector	https://du.uipath.com/ie/id_cards
Invoices	Accounts Payable, Order to Cash, Finance	https://du.uipath.com/ie/invoices
Invoices China	Accounts Payable, Order to Cash, Finance	https://du.uipath.com/ie/invoices_china
Invoices India	Accounts Payable, Order to Cash, Finance	https://du.uipath.com/ie/invoices_india
Invoices Japan	Accounts Payable, Order to Cash, Finance	https://du.uipath.com/ie/invoices_japan
Invoices Shipping	Accounts Payable, Order to Cash, Finance, Shipping, Supply Chain	https://du.uipath.com/ie/invoices_shipping
Packing Lists	Shipping, Supply Chain	https://du.uipath.com/ie/packing_lists
Passports	Know Your Customer	https://du.uipath.com/ie/passports
Payslips	Payroll, HR	https://du.uipath.com/ie/pay_slips
Purchase Orders	Order to Cash, Finance, Accounts Receivable	https://du.uipath.com/ie/purchase_orders
Receipts	Expense	https://du.uipath.com/ie/receipts
Remittance Advices	Order to Cash, Finance, Accounts Receivable	https://du.uipath.com/ie/remittance_advices
UB04 Preview	Insurance, Claims Processing, Healthcare	https://du.uipath.com/ie/ub04
Utility Bills	Know Your Customer, Property Management	https://du.uipath.com/ie/utility_bills
Vehicle Titles	Public Sector, Lending, Finance	https://du.uipath.com/ie/vehicle_titles
W2 Wage and Tax Statement	Tax, Lending, Know Your Customer	https://du.uipath.com/ie/w2
W9 Request for Taxpayer Identification Number and Certification	HR, Employee onboarding	https://du.uipath.com/ie/w9