October 12, 2026
The AI race is increasingly becoming an execution race. Giving employees access to AI is one thing. Embedding it into workflows in ways that measurably improve performance is another. MarketScale's "Top AI users are pulling 8.3x ahead, and GPU budgets are spreading everywhere" reports that the top 10% of enterprise AI adopters are generating 8.3 times more output per active user than typical firms. The article explores why workflow penetration, data foundations, coordination, and effective use of increasingly shared GPU resources may help explain the widening gap.
