From AI pilot to production.
Most AI programs don't fail on the technology. They fail on the things around it: ownership, cadence, and how the work actually moves.
I install the operating spine that lets those transformations actually ship at scale-ups, measured on a number the board can read.
Most scale-ups hit the same wall.
3 to 7 AI initiatives run in parallel, yet none is reliably in production and none has a P&L number attached to it. The board keeps asking where AI is actually moving the business, and the honest answer, for now, is: not yet.
The root cause is rarely the model itself; it sits in ownership, cadence, integration, and measurement, the parts that never show up on a demo slide and that most AI-native vendors skip entirely.
That is the work I do: enterprise delivery discipline, sized for a scale-up and aimed at one thing, getting AI into the workflow rather than next to it.
3 layers. In order.
Control
1 owner per outcome, transparency over optimism, and numbers the board can trust.
Flow
The right cadence, the right tooling, and the right people, so that work moves, or we find out why it isn't.
Production
AI and automation running inside the workflow itself, picked for payback.
Every engagement moves through them in order, because AI belongs on Layer 3, and Layer 3 only holds once Layers 1 and 2 are real. See the full approach →
Systems, not slides.
I started in IT infrastructure, which is why I still think in systems rather than slides. A few years in, I realized that the problems worth solving weren't technical but organizational, and that no dashboard ever fixed a people problem. That insight pushed me deep enough into organizational culture research to earn a professional doctorate in it.
When AI arrived, my inner sysadmin woke up, not to chase the hype but to work out what actually holds in production.
3 programs. 3 different problems.
European retail group
An AI marketing platform, moving from PoC toward governed production across marketing, tech, and AI.
Global pharma company
€65M S/4HANA under GxP regulation, an 800-person SAFe program, run from the boardroom roadmap down to what ships in the team.
European energy utility
A stalling enterprise program, pulled back on track: clearer ownership, escalations falling, decisions flowing again.
His ability to offer clarity and assurance has enabled me to confidently communicate with my own key stakeholders.Conor-James Donnellan, Senior IT Project Manager, European energy utility