Systems thinking for clearer strategy

Philosophy

Shared clarity improves judgment

Organizations need readable models of their own systems. I use design and AI to build those models, with clear human ownership of what follows.

Methodology

How I work

I use design to structure strategic choices and AI to support judgment under real constraints.

1. 01

   Situation framing

   Clarify the problem the organization needs to resolve.

2. 02

   Systems mapping

   Surface actors, incentives, data flows, and constraints.

3. 03

   Research & evidence

   Combine qualitative and quantitative signals with institutional context.

4. 04

   Strategy & prototypes

   Build strategic models, interface hypotheses, and AI workflow designs.

5. 05

   Build with teams

   Deliver cross-functionally on architecture that can scale.

6. 06

   Measure & reflect

   Capture outcomes, trade-offs, and lessons for the next cycle.

Research

Research interests

• —Human–AI collaboration in organizational judgment
• —AI, democracy, and information environments
• —Immersive and generative systems as research media
• —Design systems as organizational memory and governance
• —Intelligence products for media, civic, and enterprise contexts