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Walk into almost any executive offsite in 2026 and AI is on the agenda. The strategy decks exist. The vendor contracts are signed. The cloud spend has tripled. The use-case backlog runs into the hundreds. Then someone asks the harder question: where is it in the P&L?

For most organizations, the honest answer is that it isn't there yet — at least not at the scale anyone anticipated. McKinsey, BCG and MIT have each published variations of the same finding: a small cohort of AI leaders is pulling away on revenue growth and shareholder return, while the majority remain caught in a cycle of well-funded experimentation that never quite compounds. According to BCG's research, AI leaders have generated 1.7x higher revenue growth and 3.6x greater shareholder returns over the past three years compared with the pack.

The technology is not the bottleneck. The organizational mechanism for turning AI activity into AI value is.