Abstract: Methods and systems for decision transparency enhancement and integration of user feedback and control of artificial intelligence outputs are provided. A generative artificial intelligence (AI) agent configured to autonomously perform actions on platform elements and generate outputs based on information items is maintained. Each output is associated with metadata identifying one or more platform elements and one or more information items used. User input querying about a specific output is received via a user interface provided. A natural language response explaining the reasoning behind the output, generated using the metadata associated with the specific output and including references to the platform elements and information items identified in the metadata, is obtained and presented via the user interface.