
NatWest Accelerator
Business Education · 24 March 2026
Invited speaker at the NatWest Entrepreneur Accelerator, Milton Keynes, delivering a 60-minute governance-first AI session to growth-stage founders.

NatWest Accelerator Hub
Milton Keynes · 24 March 2026
The situation
The NatWest Accelerator is one of the UK's leading programmes supporting growth-stage businesses. Being invited to speak is not an open-application slot. It is an invited, curated position within a professionally organised programme backed by one of the UK's largest banks. The brief for the Tech Tuesday Lunch and Learn was narrow: most UK SMEs are actively experimenting with AI but very few have moved beyond informal trial, and the room wanted the route across that gap rather than more hype.
What was delivered
Production AI for SMEs: how UK small and medium businesses move from AI experimentation to production-grade systems that are built, governed, measured, and maintained. Delivered in 60 minutes, covering every stage from identifying a genuine opportunity to running AI safely inside a real business.
What problem are we solving?
A method for pinpointing exactly where AI creates measurable value in the business. Filters genuine opportunity from novelty so founders invest in the right problems first.
What do we have and what do we need?
A structured way to understand what data the business already has, what is missing, and what needs to be collected before committing to any AI initiative.
What gets built?
How to design AI that integrates into real business operations, not just a demo that works in isolation and breaks down in practice.
How do we keep it safe and accountable?
Governance is not red tape. It is the reason an AI system stays safe, stays legal, and stays trusted. Built in from day one, not retrofitted after problems appear.
How does it live inside the business?
The clear path from a successful pilot to a live production system, including how to integrate AI into existing workflows without disrupting what already works.
The argument
The outcome
Not theory. A practical session that gave busy founders a clear, actionable path from experimentation to production, backed by a framework they could apply the same week.
Evidence