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Applied AI·July 8, 2026·1 min read

AI fails without a strong operational, data, and ERP foundation

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The failure mode here is clear: teams are buying models before they’ve cleaned the pipes. If your ERP and operational data are fragmented or dirty, redirect some AI budget this quarter into data modeling, integration, and governance or you’ll just be scaling bad inputs.