Layer -1, Problem Classification, Corporate Innovation Alexandra Najdanovic Layer -1, Problem Classification, Corporate Innovation Alexandra Najdanovic

The AI Classification Problem

AI Innovation!?
The failure is not in the technology. It is not in the strategy. It is in the classification: the pre-strategic decision about what kind of problem this is.

Every corporate AI initiative has two identities. What the organisation approved, and what the initiative actually requires. The gap between these two is the misclassification, and it cascades through every downstream decision.

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Beyond the AI Hype: Why Corporate Innovation Starts with Organisational Plumbing

A follow-up to "Corporate Innovation in the Age of AI: Navigating the Hype, the Hypertail, and the Hard Limits"

In my previous piece, I explored how corporate innovation leaders face four key scenarios in the age of AI: the "hypertail" overload of point solutions, the slow burn of transformation, regulatory compliance pressures, and talent bottlenecks.
While these strategic frameworks help navigate the landscape, they miss a more fundamental truth that's becoming increasingly apparent in boardrooms and innovation labs alike.

The real bottleneck isn't AI adoption—it's organisational readiness.

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Situational Awareness: Why Strategy Without a Map Is Guesswork

The AI-Native Paradox presents significant challenges for startup founders and corporate innovators in today's rapidly evolving technological landscape. However, I find that Wardley Mapping offers a powerful strategic framework to navigate these challenges by providing situational awareness and enabling more informed decision-making (it is a kind of spatial "Where to play? How to win?" imho).

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