See the work clearly
Understand where AI changes roles, decisions, and the operating model—not just the toolset.
AI × work × organizations
Make AI useful where it matters. I help leaders understand what AI is actually going to change about work—and what to do about it.
Practitioner · Thinker · Builder. I build AI inside real organizations and study the consequence—not a futurist, not a commentator.

The starting point
Start with People. Work across the organization.
Where the work starts
I work first with CHROs, Chief People Officers, and senior People leaders—the leaders closest to how an organization runs and changes.
Understand where AI changes roles, decisions, and the operating model—not just the toolset.
Move from interesting pilots to useful capability in the organization you already have.
Build adoption and governance around the people and processes still being served.
Three ways to work together
Provocative, earned talks that give leaders a sharper view of work, organizations, and the choices in front of them—with frameworks they can use in the right room.
Executive-level counsel for CHROs, CPOs, and senior People leaders navigating AI and workforce transformation.
Brownfield transformation for existing organizations: architected work, ROI you can defend, and governance with judgment—not vendor hype.