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
Vibe coding is coming for your delivery pipeline
Non-technical people can now build working software in an afternoon. That's not a developer problem. It's a delivery problem nobody is preparing for.
2026-04-18 · 4 min read↗
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↗