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AI for managers. Field-tested. Not theory.

95% of enterprise AI projects fail. Not for lack of technology — for lack of a management method. This blog documents what works, for managers of French SMEs and mid-sized companies.

  • May 8, 2026

    AI agents vs. service providers: what it really changes for your execution budget

    For recurring execution tasks, AI agents or service providers? Real costs, timelines and control: the comparison no one's made yet.

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  • May 4, 2026

    GEO for executives: why 40% of AI agent projects will fail (and how to avoid it)

    40% of GEO projects handed to AI agents will fail by 2027 — not because of the AI, but for lack of human validation. What that means for an executive.

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  • April 29, 2026

    ChatGPT before Google: managers' new reflex for evaluating an AI platform

    50% of managers now start their tool search in ChatGPT, not Google. Here's what that changes for evaluating an AI agent platform.

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