Case Studies

The thinking and the building, in the same place.

Two deep dives — one into a product where the market thesis decided the architecture, and one into how the work gets done at all.

Team Scout

Strategy → Architecture

Find the market need, then build the solution.

Youth sports programs run on software written in 2014. Understanding why they tolerate it decided the product — and then four architecture decisions, each of which is a business judgement that only looks like a technical one.

  • Why the incumbents are bad and entrenched
  • Row-level security because the data is children's
  • Double-entry accounting because treasurers hand off
  • Connected accounts so the money is never mine
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Method

How the work gets done

AI-augmented delivery, and where it breaks.

Everyone says they use AI now. The useful question is what happens when it's wrong — because it will be, and whether you catch it is the whole difference between leverage and liability.

  • A recovered transcript that changed two recommendations
  • The model is a research assistant, not a source
  • Failure modes are predictable, so check there first
  • Leverage on execution, none on judgement
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This is how every engagement runs.

Market first, then the system that serves it — from the same person.