AI transformation is often framed as a question of technology, scaling, and efficiency. But what happens when AI actually works?
Work doesn’t disappear—it becomes more complex. As simple tasks are automated, humans are left with higher cognitive load, greater responsibility, and fundamentally changing roles.
Drawing on real transformation experience—including her organization’s own “Client Zero” journey—Deborah Hüller challenges common assumptions about AI. Instead of focusing solely on tools and use cases, she explores what AI transformation really does to organizations—and why we’re far less prepared for it than we think.
The key insight: successful AI transformation is not just about better technology. It’s about redesigning work, roles, and how humans and machines interact and collaborate—from the ground up.
