Abstract: A method is provided. The method is executed by an robotic process automation using a document processing engine. The method includes generate an extracted data prediction of a document by the robotic process automation using multiple distinct document processing operations of the document processing engine. The method includes automatically validating the extracted data prediction by the robotic process automation cross-checking the extracted data prediction with a validator panel of the document processing engine. The method includes determining a confidence for the multiple distinct document processing operations based on the validating of the extracted data prediction.

Abstract: According to one or more embodiments, a method is provided. The method is executed by a document understanding engine implemented as a computer program. The method includes pre-annotating, by a specialized model of the document understanding engine, files with annotation suggestions. The method includes presenting, in a user interface by the document understanding engine, the files with the annotation suggestions for validation. The user interface includes a scoring for the files. The method includes training, by the document understanding engine, the specialized model based on inputs to improve scoring and the pre-annotating. The inputs are received in response to the annotation suggestions.

Abstract: According to one or more embodiments, a method is provided. The method is executed by a document understanding engine implemented as a computer program within a computing environment. The method includes receiving files by a document understanding project of the document understanding engine. The document understanding project includes a predefined domain set. The method includes automatically determining, by a generative artificial intelligence model of the document understanding engine, a domain from the predefined domain set for each of the files using content of each file. The method includes presenting, by the document understanding engine, the files documents according to the domain in a user interface of the document understanding engine.