AI made your team faster. And your codebase worse.
It’s the setup, not the AI.
We fix how your team builds with AI, so the speed sticks and the debt doesn’t.
Senior-led. Vendor-neutral.
You can already feel it.
- 01Token bills climb every month. Output doesn’t.
- 02Developers burn through their token budget by lunch.
- 03Every AI commit makes the codebase harder to follow.
- 04No shared rules, so everyone’s AI pulls a different way.
- 05Reviews pile up. Seniors rubber-stamping code they didn’t write.
AI is an amplifier.
Point it at a disciplined team and they fly. Point it at a team with no shared rules and you get ten codebases in one, growing faster than anyone can review. The tool isn’t the problem. The setup is.
Assess → Design → Train
A workflow that actually sticks.
Vendor-neutral, and measured. We baseline before we touch anything and prove the change after. Most training skips that part.
Assess
We get inside your codebase and how your team actually uses AI (Cursor, Copilot, Claude Code), then pin down where the cost and the mess come from.
An AI-Debt Scorecard: your baseline, and the three fixes that matter most.
Design
We build the workflow around your stack: shared rules, guardrails, the templates your team will actually use. Piloted with one team before it goes wide.
A clean setup running in your tools. Not a doc that rots in a wiki.
Train
We embed and build alongside your team. Real work, not slides, until the new habits stick.
The same scorecard, 90 days later. Numbers down, not vibes.
We’ve done it.
A 70-person team running AI with no real setup. We built one: shared rules across their four editors, an automated PR reviewer, AI onboarding. Defects dropped 3×. New hires shipped in days, not weeks.
“He brought AI into the team in a way that actually stuck.”
Nicole Romito — VP of Ecommerce & Marketing, Direct Wines
Honest answers.
“We already have strong senior engineers.”
Good — that’s the hard part done. But talent isn’t the problem; consistency is. We take what your best people already do and turn it into the rule everyone, and the AI, follows.
“Won’t the tools solve this themselves?”
Some of it. But a rules file isn’t a workflow, and no vendor will tune a setup across the four tools your team runs, or change how people work. That’s judgment, not a feature.
“Isn’t this just a CLAUDE.md and some slides?”
No. Templates are free, and we’ll point you to the good ones. You’re paying for the audit of your codebase, the workflow built around it, and the numbers dropping after.
“How do we know it worked?”
We measure before and after. If the numbers don’t move, we’ll say so.
Start with the audit — fixed fee, a clear baseline, a plan you can act on. Workflow and training from there, scoped before we quote.
No drawn-out projects. No junior consultants. Nothing to buy from us.
Next step
Where does AI actually
move your numbers?Where does AI
move your numbers?
15 minutes. No sales pitch. We look at your business and tell you honestly where AI helps, and where it does not.
Book a call