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How I Work

I find where knowledge gets stuck. Then I build systems that unstick it.

You know AI could help your team. I figure out exactly where, then build something that works inside your real workflow. Not a demo, not a prototype. A system your people actually use.

The Engagement

From conversation to working system

1
Week 0

The Conversation

A 30-minute call. No pitch. I ask about your team, your tools, your frustrations. You ask whatever you want. By the end, you'll know if there's a fit. If there is, I send you a scope and price within 48 hours.

2
Weeks 1–2

Discovery

I embed with your team. I read what they read, use the tools they use, sit in the meetings that matter. I map how knowledge actually flows, and where it pools, stagnates, or disappears. The output is a diagnostic: here's what's broken, here's what AI can fix, here's what it can't.

3
Weeks 3–6

The Build

Real solutions, delivered incrementally. Not a big reveal at the end. You see progress every week. Your team tests it on real work. I iterate until it fits like it was always there.

4
Ongoing

Partnership

AI tools change. Models improve. Your business evolves. I stay. Bug fixes, optimizations, new workflows as you find them. Month-to-month, no long-term contracts. Most clients stay because the system keeps getting better.

Who I Work With

I work best with teams that have real problems, not vague AI potential.

Good fit

  • A specific workflow that's eating your team's time
  • 20–500 person organization with real workflow complexity
  • You want real results, not a strategy presentation
  • You can give me access to the people who do the work

Still exploring

  • You think AI could help but you're not sure where
  • You want an honest assessment before committing
  • You've tried generic tools and they didn't stick
  • That's fine. The first conversation is exactly for this

Not the right fit

  • You need 24/7 support with an SLA
  • You want a strategy deck to present to the board
  • Your timeline is “yesterday”
  • You need a team of 10. I'm one person who stays close to the work
What to Expect

How engagements work

Typical first engagement: a 4–6 week pilot scoped to one workflow.

I work with 3–5 clients at a time to give each one direct attention.

You own all code, documentation, and systems I build.

All client data stays within your infrastructure.

Most projects: 2–8 weeks for the initial build.

Ready to start? Or just want to talk it through?

Start a conversation