AI-First Delivery Leader
Thinking out loud about enterprise AI and what it takes to ship.
14 years delivering enterprise technology at scale. IT Delivery Manager at Vanguard UK, writing about what it actually takes to get AI working in production.
Latest Writing
Writing on enterprise AI, delivery at scale, and what it takes to ship intelligent systems in the real world.
AI
95% of enterprise AI pilots fail. It's not the AI.
MIT research shows 95% of enterprise AI pilots deliver zero measurable ROI. The usual suspects — bad models, vendor hype — aren't the real problem. Something else is.
2026-03-17 · 3 min read↗
AI delivery
AI operating models in regulated environments: Beyond the pilot
Most organisations have run an AI pilot. Far fewer have shipped one to production. The gap isn't technical — it's organisational.
2026-03-14 · 3 min read↗
Exploring AI as a Decision Intelligence Operating System
What if AI wasn't just a tool but an operating system for decision intelligence? I've been building something to find out.
2026-02-06 · 2 min read↗