Reinventing Organizations in the Age of AI

I've spent a long time in the middle of transformation — not observing it, but doing the hard work of figuring out why capable organizations with real resources and genuine intent keep ending up in the same place: invested, but not moving.

What I learned, slowly and through a lot of experimentation, is that the frameworks and methodology matter, but only if they're built from what actually happens inside organizations, refined through what doesn't work, and if we’re honest about the organizational dynamics that no project plan ever captures.

That's the work. Whether the forcing function is cloud, AI, or whatever comes next, the underlying challenge doesn't change much. Organizations need the capacity to absorb and sustain change, and building that capacity is harder, slower, and more human than any technology implementation plan accounts for.