I talk at conferences, companies, and universities about the practical realities of AI in design — what's changing, what's overhyped, and how teams can move forward with clarity.

My talks draw on experience training 1200+ designers at companies like KONE, Reaktor, and Futurice, and on the patterns I see working across teams every week. No vendor pitches. No speculation. Just what's happening on the ground.

Recent and upcoming stages include UXLx Lisbon, UX Day Helsinki, Aalto University, and GrandOne AI Day.