Outside operator on your
AI roadmap.
Two ways to work together. Advisory for teams that need to apply AI to a specific use case fast. Transformation for operators rewiring entire processes and orgs around AI. Both deliver working systems — not slide decks.
Pick the depth that matches the problem.
Apply AI where it actually moves the business.
Most AI projects stall in slide decks. I work shoulder-to-shoulder with founders and ops leads to ship the right AI use cases — agents, copilots, NL-to-data, internal tools — to production in weeks, not quarters.
- 1 week TO FIRST WORKING PROTOTYPE
- 3–5 USE CASES PRIORITIZED
- 60–80% TYPICAL OPS-COST CUT
Redesign your business around AI — without breaking what works.
I help operators rewire entire processes, teams, and product surfaces around AI: from internal tooling and data infrastructure to customer-facing agents and the org chart that runs them.
- 8–12 wk FROM AUDIT TO ROLLOUT
- 3 layers PROCESS · DATA · ORG
- Real PRODUCTION SYSTEMS
I ship AI products for a living.
Most consultants advise from PowerPoint. I advise from the same code I deploy on Monday morning.
Not sure which one fits?
Just send a sketch.
Drop a paragraph about what you're trying to do — I'll reply within one business day with a recommended path (advisory, transformation, or "you don't need either yet").