Notes from inside the revenue engine.
Writing on what it actually takes to make AI pay off in a consumer or multi-location business. No vendor pitches, no model reviews. What works, what does not, and why.
Why most AI pilots fail, and the operator's fix
Roughly 95% of AI pilots deliver no measurable return, and the reason is almost never the model. The four things that actually go wrong inside mid-market companies, and the six-step sequence that fixes them.
Read the pieceAI for consumer brands is not AI for SaaS
Nearly every AI-for-sales playbook was written for venture-backed B2B software. Five structural differences that change which use cases actually pay off when you sell through distributors, retail, or a field team.
Read the pieceFive questions to ask before you buy another AI tool
A twenty-minute check that will kill roughly half of what crosses your desk, which is the point. The five questions we ask before any build, and what a vague answer to each one tells you.
Read the pieceWhere does your company actually stand?
The AI Readiness Scorecard takes two minutes, scores you across the five things that decide whether AI pays off, and names your two biggest gaps. Free, no login, no call required.