Approach
My focus is on evolving orgs for scale and impact by addressing not just the product layer, but the structural problems underneath holding it back
Working extensively across complex enterprise and consumer platforms taught me that most product and UX gaps have structural roots: teams organized around output rather than customer outcomes, unclear ownership, misaligned priorities, unbalanced staffing, overreliance in tooling and process. These are org design problems as much as product problems.
AI raises the stakes: organizations with structural clarity extract real leverage from it; those without it accelerate output while losing the ability to evaluate what is working and how to adapt.
Human judgment, organizational clarity, and the product sensibility to know what good looks like become the differentiator: my focus across every cycle of change.
Dual Focus
and experience quality
for scale
Insights
I selectively write about org design and how teams make better decisions at scale — especially where structural clarity, AI, and the pressure to deliver intersect.