UiPath Document Understanding combines robotic process automation (RPA) and artificial intelligence (AI) to help extract and interpret data from different documents, thus ensuring end-to-end document processing.
UiPath Document Understanding – Benefits
Composable Document Understanding framework – Document Understanding provides Process Templates to build end-to-end workflows in Studio and a composable framework of drag and drop activities.
Data Extraction: A hybrid approach – Extractors for Structured documents and Forms AI with pre trained machine learning (ML) models for less structured documents, put together has a hybrid approach to ensure high accuracy.
Human Validation – In case of any low confidence scores, inaccuracies, or exceptions, robots would need help to confirm the data. An employee would receive a notification for the same and could use Validation Station or Classification Station to validate data and handle exceptions in the extraction or classification results.
Retraining Capabilities – The documents can be labelled, and ML models retrained in AI Centre to help robots understand the specificities of the documents. Additionally, the models can continuously be retrained with the human input in the Validation Station and Classification Station as well.