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SMB Operations|7 Mar 2026

Anthropic, the company behind the Claude AI model, just published a significant paper introducing "observed exposure," a new metric tracking how AI is *actually* being used in professional settings, not just its theoretical capabilities.

Anthropic, the company behind the Claude AI model, just published a significant paper introducing "observed exposure," a new metric tracking how AI is *actually* being used in professional settings, not just its theoretical capabilities.

The Story

Their data reveals AI is far from reaching its full potential in real-world applications.

Why It Matters

For you, a European SMB owner, this cuts through a lot of the noise. It confirms what I've been saying: the immediate, widespread job displacement predicted by some AI evangelists isn't happening. The gap between what AI *can* do and what people *are actually using it for* is substantial. Your most experienced, highly-paid staff aren't being replaced tomorrow; their roles are evolving.

What To Do About It

My advice is direct: stop worrying about theoretical AI capabilities. Focus on the practical. Identify 2-3 repetitive, high-volume tasks within your operations – especially those handled by senior staff – and pilot a specific AI tool for *actual automation or augmentation*. I typically guide clients through a 4-week focused implementation to prove real-world ROI, not just potential.

AI adoptionworkforce planningoperational efficiencyobserved exposurestrategic implementation

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