AI Value and Execution Review
Make the next AI investment a decision you can defend.
One business decision. The alternatives examined. A clear next investment gate.
Before committing more to a pilot, supplier or internal build, examine where the value comes from, what it depends on and what still needs to be proved.
A 25-minute introductory conversation. Scope, fee and timetable agreed before work begins.
Technology leadership.
Operating judgment.
Hands-on AI research.
Start with a decision already on your agenda
Continue the pilot?
Buy, adapt or build?
A demonstration can succeed while the business case remains uncertain. Integration, human review, exceptions and responsibility change the economics.
We examine buy, build, partner and no-change options. The recommendation may be to proceed, narrow the next test, choose another approach or stop.
What you take away
A recommendation to examine.
A next step to test.
A decision memo
The alternatives, a recommendation and the evidence supporting it, tied to the question you need to answer.
Assumptions & risks
What remains uncertain, what the recommendation depends on, and the people and operating dependencies that could change it.
An investment gate
A bounded next test, its baseline and acceptance criteria, and the conditions for continuing, changing direction or stopping.
Judgment in practice
Assess the reasoning
before we speak.
My work connects technology leadership, engineering and AI research with the commercial decision and the people who must carry it through.
Test usefulness before committing to integrations.
How I proposed a bounded reporting pilot using existing operational reports.
↗Operating responsibilityMake responsibility explicit after an AI launch.
The assumptions I challenged about monitoring, intervention and recovery.
↗Anonymised contribution accounts, with their outcome limits stated.
The first conversation
Start with your decision.
A short, non-confidential outline is enough. I will reply to establish fit and agree a time for a 25-minute introductory call.
Looking for a continuing board or advisory contribution? Explore the separate remit →