My work at Microsoft spans a range of research methods and product challenges, from early discovery to post-launch evaluation. These two case studies stand out as examples where research most directly influenced the direction of Copilot: one grounding the team in users' preferred interaction pattern, the other explaining why Copilot's AI responses were falling short of a competitor to improve the response quality.​