How to design AI experiences that solve real problems – not just signal innovation.
In this talk – held as part of a hands-on UX×AI workshop – I explored why many AI features fail not technically, but experientially. The slides introduce key principles for seamless AI integration and show how to shift from superficial “AI sprinkles” to truly useful, embedded product experiences.
Central to this is the “AI Compass Framework”, which helps teams practically navigate AI integration across five levels of user context – from UI to broader life goals. In the workshop, this framework becomes a hands-on tool for identifying real UX friction, uncovering opportunities, and aligning AI with meaningful user value.
This deck captures the talk’s core content and is a great entry point if you’re considering joining the full workshop experience.
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