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McKinsey's 2025 State of AI survey found that just 39% of organizations report any measurable impact on enterprise-wide profits from AI, with most attributing less than 5% of profits to AI. True enterprise AI requires five critical layers: business context, complete connectivity, governance, workflow state, and an operating surface.
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