About me
I'm Napoleon Villalan — an IT Delivery Manager at Vanguard UK, where I lead teams delivering technology solutions in a highly regulated, global asset management environment. I've spent 14 years at the intersection of enterprise technology and organisational complexity, working across consulting, fintech, and financial services.
More recently, my focus has shifted to something I find genuinely hard and interesting: getting AI to work in production at enterprise scale. Not the prototype. Not the pilot. The thing that runs reliably, passes governance, and actually changes how decisions get made. Outside of the hard stuff, I'm usually experimenting with whatever just dropped — that's where a lot of what I write here starts.
This site is where I think out loud about it. No polished thought leadership. Just honest writing about what I'm learning, what's working, and what the field is getting wrong.
How I think about AI delivery
Most organisations have run an AI pilot. Far fewer have shipped one to production in an environment where the stakes are real. The gap isn't technical — it's organisational. Governance structures, ownership models, and operational infrastructure are almost always the bottleneck, not the model.
I think the delivery gap in enterprise AI is the most important and most underserved problem in the field right now. The research is impressive. The tooling is advancing fast. But the work of getting intelligent systems into the hands of people who need them, within the constraints of regulated industries — that work is still largely unsolved.
What actually makes it work: clear ownership, governance that moves at the speed of delivery, and operational infrastructure that treats AI systems like the production systems they are. None of this is glamorous. All of it matters.
Currently
Vanguard UK
IT Delivery Manager