Approach
How I think and solve
Strategic design, organizational intelligence, and AI transformation. Systems built for clarity.
01
Start from the problem
I begin with the stake at hand. Constraints, incentives, and information flows come first.
02
Map, prototype, deliver
Frame the situation, map the system, gather evidence, build with teams, then measure and reflect.
03
Why this method
When strategy, design, engineering, and analytics stay siloed, capital is wasted. I connect those layers into one readable system.
The loop
- 01Situation framing
- 02Systems mapping
- 03Research & evidence
- 04Strategy & prototypes
- 05Build with teams
- 06Measure & reflect
Design × AI
Design structures the choices.
AI expands the option space.
People stay accountable for outcomes.
Research focus
- 01Human–AI judgment in organizations
- 02AI and democratic information environments
- 03Design systems as governance
- 04Organizational intelligence products