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This article argues that France's AI race will be won through local business networks, practical methods, and human support rather than flashy technology showcases. It emphasizes that TPE and PME need concrete guidance, not complex subsidy programs or generic use-case catalogs. It proposes a three-step approach: use external expert trainers, group companies by sector for peer learning, and provide follow-up to ensure adoption and measurable value. It also stresses team enablement, data protection, and concrete methodologies as the keys to turning AI into economic value.

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