Selected work

Work, systems
and decisions.

The useful unit of work is not a screenshot. It is the chain from problem and constraint to decision, system, outcome and learning.

01

FundRobin · applied ai · product strategy

Building an AI-native funding workflow

How FundRobin connects grant discovery, matching, donor intelligence and proposal work into one AI-assisted product workflow.

May 2025–presentCo-founder & CEO · product, applied AI and operating model
Editorial pencil illustration connecting three strategist-notebook studies: a decision map, an executable system and an evidence learning loop.

Method

What a case study should prove.

  1. 01

    Judgment. Why this problem, choice or constraint mattered.

  2. 02

    Mechanism. How the product, system or operating model actually worked.

  3. 03

    Evidence. What changed, what was measured, and what remains uncertain.

  4. 04

    Learning. What the experience changed about the next decision.