Beyond the Pilot.
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.
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.
IT Delivery Manager — Vanguard UK
Leading enterprise technology delivery in one of the world's largest asset management firms. Responsible for AI-first delivery strategy across regulated, global environments.
AI in Production at Enterprise Scale
The gap between AI pilot and AI in production is an organisational problem, not a technical one. Governance, ownership models, and operational infrastructure are almost always the bottleneck.
Enterprise Technology Across Financial Services
Career spanning consulting, fintech, and asset management — delivering technology in environments where governance, compliance, and operational reliability are non-negotiable.
AI Agency for UK SMEs
Developing an AI solutions agency to help non-technology-first UK SMEs become AI-native — bridging the gap between enterprise AI practice and accessible implementation.
Want to talk?
If something I've written resonates, or you think there's a conversation worth having — get in touch.
Get in touch