Abstract: The present disclosure generally relates to systems, methods, and computer-readable media for training and implementing an audit generation model in connection with a collection of documents or other searchable content items available across a variety of platforms. In particular, systems disclosed herein receive a search query including one or more search elements for selectively identifying relevant documents from a larger collection of documents. The system can additionally identify portions of the documents responsive to the search query and generate a query result including the identified portions of documents and selectable user interface elements associated with the query result(s). The system can further provide the query result for presentation on a client device. The system can use an audit generation model to receive feedback for the query result(s) and utilize the feedback for tuning or further training the audit generation model.