Scroll
Each dot in this map represents
~3.2 million people
Across 2,500 dots, we model a world of 8.1 billion people.
The color layers show how deeply AI has penetrated daily and professional life as of February 2026.
Tap any label to inspect how different groups are adopting AI
and where the real usage concentration lives.
and where the real usage concentration lives.
%0.04
I position AI not as a simple “tool,” but as a strategic execution partner.
My operating model sits in that rare red segment: I design workflows with autonomous agents and simplify high-complexity operations with AI-first systems.
Explore More
