Why Most Enterprise AI Projects Never Make It to Scale

Why Most Enterprise AI Projects Never Make It to Scale

Author: Brave Software August 5, 2026 Duration: 21:54

Natalia Konstantinova, Lead Enterprise Architect in AI at Natwest, shares why most enterprise AI projects don't fail because of the technology, they fail because organizations skip the foundations. She also explains how responsible AI and scalable AI have converged, and why you can't achieve one without the other.

Key Takeaways:

  • Why most enterprise AI projects stall before scale

  • What software engineers consistently get wrong about AI reliability

  • Why governance actually accelerates delivery

  • How to make AI transformational rather than just another digital tool

Guest Bio:

Dr Natalia Konstantinova is Lead Enterprise Architect for AI at NatWest Group, where she leads the strategic adoption of AI across the enterprise. With a PhD in Information and Language Processing and a background spanning academia, industry, and innovation, she specialises in AI strategy, enterprise architecture, governance, and responsible AI. Natalia is passionate about helping organisations translate complex AI technologies into scalable business value, and is a recognised voice on the future of AI in highly regulated industries.

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About this Show:

The Brave Technologist is here to shed light on the opportunities and challenges of emerging tech. To make it digestible, less scary, and more approachable for all!

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Music by: Ari Dvorin

Produced by: Sam Laliberte

 


Hosted by Brave Software, The Brave Technologist is a series for anyone curious about the real human impact of our digital evolution. It moves past the surface-level buzzwords to ask how technologies like AI, machine learning, and Web3 actually affect everyday decisions, privacy, and the fabric of society. The conversations here are grounded and thoughtful, prioritizing the user's perspective in a landscape often dominated by abstract visions of disruption. You'll hear from builders, thinkers, and technologists who are shaping these tools, discussing not just what is possible, but what is responsible and meaningful. This podcast sits at the intersection of technology, business, and marketing, examining how these forces converge to shape our collective future. It’s for listeners who want to understand the "why" and "for whom" behind the code, offering a nuanced take that is often missing from tech commentary. Tune in for a deeper, more inclusive dialogue about the systems that are redesigning our world.
Author: Language: English Episodes: 50

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