Keywords

How does this system work?

What this system is for, who is responsible for it, and what using it affects. The same summary is offered for every system in the register.

6 "intendedPurpose": "Overview — AI Document Understanding uses a machine-learning model together with optical charact…Saved payload input/systems/ai-document-understanding.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsvGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsv?humanReadable=true

Overview

Intended purpose

Overview — AI Document Understanding uses a machine-learning model together with optical character recognition (OCR) to interpret, extract and process information from a dynamic application form in PDF format. It increases confidence when extracting data for subsequent recreation of the application form.

How it is used — Once the model has been applied, OCR reads the PDF text and the model intelligently identifies and extracts data points within the form regardless of variability, by learning the patterns and context of the data fields rather than relying solely on their positions. This means that even if the form's content or structure changes over time, the model can still recognise and process the relevant information, improving efficiency and reducing the error rate associated with manual data entry.

Scope and limitations — The system is designed specifically to extract predefined fields from a predefined digital document. It does not extract fields it has not been trained to extract, and it does not retrain itself.

Human oversight — Where the model's confidence threshold is not met in identifying data, the document is referred to the business area for processing. An audit trail of the automation's output is retained in line with platform retention policy, and business-process data output is retained in line with the applicable data-retention policy.

customFields — key "benefits"57 "key": "benefits",Saved payload input/systems/ai-document-understanding.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsvGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsv?humanReadable=true

Benefits

  • Saves time and improves efficiency by identifying specific data within digital documents that would otherwise have to be read manually.
  • Provides a consistent approach to identifying specific data within unstructured, variable inputs compared with people conducting the same activity, reducing human error.

Owner and responsibility

More detailed information on the system

Here you can get acquainted with the information used by the system, the operating logic, and its governance in the areas that interest you.

system.datasetNames + system.productNames43 "datasetNames": [],Saved payload input/systems/ai-document-understanding.jsonIn Saidot https://app-demo.saidot.ai/govern/s/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsvGET https://app-demo.saidot.ai/api/v1/space/cmljioupg01eq8t7m0sagltsk/systems/cmrd7egrw00347c01gar05zsv?humanReadable=true

Datasets

UiPath Business Automation Platform