Featured essay · Strategy & execution
Strategy is becoming executable
AI is compressing the distance between a strategic decision and a working system. That changes what good strategy needs to contain.
Read articleAI · product · strategy · execution
AI strategy,
made operational.
I work between strategic intent and operating reality: shaping products, systems and ways of working that make complex technology useful.
10+ years across strategy, product and transformationBuilding and operating an AI-native product venture
Build something real. Watch where it breaks. Turn the lesson into a better system.
01
Selected work
FundRobin · applied ai
Building an AI-native funding workflow
How FundRobin connects grant discovery, matching, donor intelligence and proposal work into one AI-assisted product workflow.
View case study- Current scale
- 250+ customers
- Platform activity
- 12,000+ grants processed
- Role
- Product, applied AI, operating model
02
Writing
Essays from the point where a promising idea has to survive real data, real constraints and real users.
03
Perspective
The interesting part of AI is rarely the model in isolation. It is the system around it: context, product decisions, operational constraints, human judgment, and the feedback loop that turns real work into better decisions.
Build → observe → abstract → teach.
About the work behind this perspective