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A Google analysis of 5,752 AI deployments across 2,385 public companies found horizontal AI layers had negative ROI between -5% and -14%. In contrast, 73% of domain-specific vertical AI deployments showed positive excess returns. Competitive advantage now comes from specialized constraints, not general AI tools.
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