In this episode, Andy Davis is joined by Andy McMahon, Principal Engineer for AI & MLOps at Barclays, to unpack what AI transformation really takes inside large organisations.

They dig into the realities behind the GenAI hype, including the tough conversations around data readiness, process redesign, and the cultural ingredients needed to deliver value at scale. From proof-of-value pitfalls to bridging the POC-to-production “chasm,” this is a brutally honest take on why most AI efforts stall — and how to avoid the same fate.

Whether you're leading technical teams or shaping data strategy, this conversation is full of hard-won lessons from the frontline of enterprise AI.

In this episode, we’re joined by Jane Smith, Field Chief Data and AI Officer at ThoughtSpot, to explore what “AI readiness” really means in practice. Jane shares her perspective on how organisations can move beyond the buzzwords and actually embed AI into how they work, starting with stronger data culture, leadership buy-in, and better alignment between strategy and delivery.

We talk about practical use cases, what’s blocking adoption, and how data teams can avoid the classic traps that stall transformation efforts.

If you're thinking seriously about scaling AI beyond the lab, this one’s worth a listen.

In Episode 09 of the AI Readiness series, Andy Davis is joined by Brian Harkin, Ian Balfour-Church, and George Roffey from Centrus – a financial advisory firm with a strong focus on infrastructure, housing, and sustainability.

Together, they explore:

• Why AI isn’t a silver bullet — and how Centrus is using it as a force multiplier
• How to strike the right balance between innovation, regulation, and lightweight governance
• Why early wins and internal storytelling are critical to adoption
• The tension between efficiency gains and environmental impact in AI adoption
• Real-world examples of AI helping advisory teams focus less on processing, more on delivering insight

Whether you're leading data strategy or just navigating AI's impact in a complex industry — this episode is packed with lessons on culture, mindset, and tangible value.

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