What I do
Your operating layer is mostly machine work. I take it over, rebuild it AI-native, and run it. Ten to twenty hours a week, real ownership.
Reporting, enrichment, pipeline hygiene, competitive intel, support triage: rebuilt as agent workflows under written rules, quality gates, spending limits, and silent-failure tripwires. People keep the judgment calls.
It starts with an audit. If we continue, I run the function while I build the machine. What you keep is the point: an operating system with my judgment encoded, still working and learning after I leave.
Your stack, your models. I build inside the tools you already run, on whichever model provider you choose. Sales, marketing, support, operations, finance.
Thirteen years, five countries
I've built and led GTM and operations teams in New York, Toronto, Amsterdam, Barcelona, and Rio de Janeiro.
Flip Education was run this way
Flip Education · flipeducation.ai
An AI co-teacher used in 18 countries and 11 languages. Two people built and ran it: a pedagogy expert who has trained over a thousand teachers, and me on everything else.
Launch took two weeks. Real reliability took two months. By staffing math, a year of work for 15 to 20 people. Day to day, 72 scheduled agents ran it: marketing manager, data analyst, support triage, cost accountant, competitive radar. One written charter, 50 quality gates, continuous evals, a daily cost ledger.
None of it is education-specific. The operating system transfers. The model-evaluation tooling is open source if you want to see how I work.
The AI-Operations Audit
Two to three weeks inside your operation: where headcount does machine work, where your AI spend leaks, what would break without governance. You get:
- A function-by-function map of what an agent workforce can carry, and what it shouldn't touch
- The reliability and cost gaps in what you've already built
- A sequenced plan with the economics: what to build, in what order, and what it replaces
I build and run the plan as your fractional COO.
Your team builds it. I direct from above on a fixed cadence.
The plan also stands alone. Know what you need? Skip the audit: we shape the roadmap together and go straight to the build.
Email me about an audit