AI is generating more board-level attention, more investment, and more pilots than any technology in recent memory. It’s also generating more disappointment. Most organizations have the tools, and many have the ambition, but few are seeing the returns they expected.

This piece makes one central argument: the organizations seeing real returns from AI aren’t the ones spending the most or even moving the fastest. They’re the ones that are building deliberately. That's because getting the most out of AI requires intentional design: your operating model, culture, leadership, and workforce developed together, not in parallel.

For a lot of organizations, this kind of change isn't about starting from square one. The tools and concepts here are familiar; what's new is that AI is pulling more of the organization into scope than any transformation before it, and faster than most change programs are designed to handle. What AI is asking of your organization is categorically different from what any previous technology has required—is your organization built for it?