Abstract: Information or documents are generated using generative AI, such as an LLM model. A document set is provided. The document is divided into document fragments. Each fragment is represented as a vector to generate a document vector set. A user inputs a query at a computing device. A prompt is generated from the query and the document vector set. The prompt may include any prior queries and outputs by the model. The prompt is input to the LLM model. The information output is used to generate a document, which is provided back to the user's computing device for output at a display.