Latest posts
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From Engineering to Intelligence: How CPTOs Must Adapt in the AI Era

For most of the last two decades, the arc of technology leadership has been clear: build reliable systems, scale them, keep them secure and resilient, and ensure the product vision is tethered to engineering reality. But the rise of AI has bent that into something much less predictable. Organisations are discovering that the shift from…
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The Ethics of AI at Board Level: Why Risk Is Not Just a Compliance Issue

AI now appears in almost every board pack I see. It is woven into growth plans, cost reduction exercises, investment cases and talent strategies. Yet, in many organisations, the ethical dimension receives far less attention than the commercial one. Too many boards still treat AI risk as if it were simply a matter of compliance,…
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The New Technical Debt: Unmaintainable or Misused AI Models

Technical debt used to be easy to spot. You could walk into a development team and see it in the codebase, the lack of tests, or the patchwork of quick fixes that no one wanted to touch. It had a smell to it. You knew that every release took longer, and every new feature came…
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AI Risk in Due Diligence: Data, Ethics, and the Black Box Problem

Iincreasingly, we start a Technical Due Diligence to be told that the target company’s edge lies in its “AI-driven technology”. This is almost always said with confidence and with a slide or two showing impressive-looking performance metrics. But the moment we begin to examine that claim in detail, the tone changes. The conversation becomes more…
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Fractional CPTOs and AI strategy: Guiding innovation without overreach

AI is now a permanent topic in the boardroom, but not every board has the right expertise to turn that conversation into a coherent plan. Your company may already be experimenting with AI models or exploring automation, but without a clear strategy and governance framework these activities can quickly pull you away from your intended…
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Strategic Blind Spot: When boards underestimate the governance challenges of AI integration

Artificial intelligence now occupies a permanent place on the board agenda. It appears in strategy documents, in investor presentations and in the language of corporate ambition. Yet beneath the enthusiasm lies a quieter risk. Many boards are approaching AI as though it were simply another technology programme to be governed through the same familiar structures.…
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Model Drift, Shadow AI, and Spaghetti ML: Why AI Governance Is Already a Problem

The promise of artificial intelligence in business is compelling. Increased efficiency, sharper insights, and products that adapt intelligently to customer needs are now part of the narrative in every boardroom. Yet beneath the enthusiasm lies a more uncomfortable reality. The technology is evolving faster than the structures designed to manage it, and companies are already…
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The AI Mirage: Spotting Overstated Claims During Tech Due Diligence

Artificial intelligence is today’s talisman. It appears in every pitch deck, investor briefing and product brochure, promising a transformation that will outpace competitors and create outsized returns. Yet in the course of Technical Due Diligence, claims of being “AI-powered” often dissolve under scrutiny, revealing little more than experimentation or, in some cases, nothing beyond the…
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When Every Product Claims to Be ‘AI-Powered’: Cutting Through the Noise as a Technology Leader

Artificial intelligence has become the most overused phrase in the technology marketplace. From customer service chatbots to predictive dashboards, there is scarcely a product that has not been labelled as ‘AI-powered’. For a Chief Product and Technology Officer, this trend presents both risk and opportunity. The risk lies in being swept along by the marketing…
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From Buzzword to Business Impact: Helping Boards Understand AI Through a Strategic Lens

We can all agree that artificial intelligence has moved from the pages of research papers to the agendas of boardrooms. What was once an abstract concept has now become a practical tool that shapes how organisations operate, compete and grow. Yet for many directors, AI remains clouded in jargon and hype. The challenge for boards…