Step 01 · Listen
Diagnose the real question.
A working session with your product and engineering leads.
What are you actually trying to change — revenue, throughput,
cost, experience? No slide deck, no vendor pitch.
Step 02 · Read
Walk the codebase and data.
I read what you have. Architecture, data shape, team shape.
I identify the places where AI genuinely fits and the places
where a simpler heuristic would ship first.
Step 03 · Shortlist
Three to five moves, ranked.
A defensible shortlist of AI moves scoped to your stack
and your people. Each with effort estimate, risk, and
a concrete success check. No "platform" recommendation.
Step 04 · Hand over
A document your team owns.
A written argument — what's worth doing, what to skip, what to
revisit in six months — and a working conversation with your
team so the reasoning stays in-house after I'm gone.