UX Research for Agile AI Product Development of Intelligent Collaboration Software Platforms

UX researchers need new product frameworks when AI enters collaboration tools. I've developed a five-dimension approach that captures what velocity metrics miss: cognitive load, trust calibration, collaborative sensemaking, knowledge distribution, and user outcome alignment. After studying teams using AI copilots across three sprint cycles, the pattern is clear: the best configurations automate documentation while protecting human sensemaking during live collaboration.