Turn AI capabilities into experiences people can actually use. Building an AI feature is more than adding a chatbot. I help shape how AI fits into real user workflows, when it should make recommendations, when it should ask questions, and when users should stay in control. What you'll get: AI interaction and experience strategy Conversation and workflow design AI response states, edge cases, and human-control patterns Interactive prototypes Usability testing and experience evaluation