Case studies
Judgment
in practice.
What I challenged. What I proposed. Why the decision mattered.
Three anonymised examples connecting technical possibilities, operating responsibilities and investment decisions.
Operating judgment
Making responsibility explicit after an AI launch
I challenged the operating assumptions behind a live AI product: what to monitor, when to intervene, who owns a dependency and how to recover.
Read the caseThe decision
How should an AI-enabled product be monitored, scaled and recovered after launch?
The review made operating questions explicit and assigned follow-up work.
Scope & investment
Making a reporting pilot testable before committing to integrations
I proposed using existing operational reports to test usefulness first, and tied the initial commercial scope to defined use cases and capacity.
Read the caseThe decision
What can a reporting pilot prove before committing to automated integration?
The team agreed a starting approach and a request for representative data.
Product economics
Connecting product ambition to who funds it
I brought a packaging discussion back to willingness to pay, responsibility for development and running costs, and the evidence needed to justify further investment.
Read the caseThe decision
How should packaging, funding and demand evidence shape further product investment?
The discussion connected product positioning, customer access and development economics in one decision.