Approach
Domain mastery, directing AI, into working software.
The hard part isn’t the AI — it’s knowing exactly what to build, and building it so you actually own it. This is how I do it, and who it’s for.
New here? Start with who I am →
/ 01 The method
How a problem becomes a tool.
- 01
Domain mastery
I’ve run the operation itself — the flow of material and the systems behind it, down to the planning and BOM mechanics most software is built without ever touching — so the problem is fully understood before a line of code exists.
- 02
AI orchestration
I direct AI to turn that operator insight into real, version-controlled, deployable software — fast. Because the hard part is already solved, the distance between problem and shipped fix collapses: weeks for a focused tool, and at the fastest, under an hour from pain-point to deployed.
- 03
Working software — that you own
What ships is working software people use on the floor — a tool, a full implementation, or just the fix itself — not decks they file. And you own what ships: codebases and data models that are yours to run and change — no per-seat license, no subscription holding the work hostage — like the tools running on this site.
/ 02 The difference
It ends at a tool people use — not a slide.
What AI consulting usually ends with
- A strategy deck
- An “AI readiness” audit
- A roadmap and a vendor shortlist
- A prototype that dies after the demo
What I ship
- A deployed tool your team opens Monday
- Built on your real workflow and data
- Owned, version-controlled, yours to keep
- Iterated in production, not filed away
/ 03 Who I help
Who I build for — and the problem they’re carrying.
The ops leader
You’ve got a problem the ERP never solved — and no appetite for a nine-month integration to maybe fix it.
The planner / operator
You’re carrying a manual workaround that should have been a tool years ago, and everyone just learned to live with it.
The systems owner
You need the gap between platforms filled without buying yet another seat-license product to babysit.
The owner on spreadsheets
You run lean — maybe no ERP at all — and the real operation lives in spreadsheets. You want it turned into a tool you own, then the system to run on, without renting a SaaS seat forever.
/ 04 Fit
A fit — and a not-a-fit.
A fit when
- You’ve got a real operational problem — from one nagging gap to a whole system you need built
- You want to own what gets built and change it freely — not rent a seat forever
- You know how the work really runs — even if it lives in spreadsheets today
- You’re ready to actually put AI to work, not just talk about it
Not a fit if
- A big off-the-shelf product already does exactly what you need
- You want process and slideware — decks and discovery over software that actually ships
- You want a black-box platform to rent and never own
- No one on your side actually owns the outcome