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Gallup's 8.7× multiplier appears in every AI transformation deck. It attaches to perceived transformation, not adoption frequency (1.7×), and it is correlational — which changes where your budget should go.
Gallup's Q2 2026 data puts US workplace AI use at 52%. That locates the market average — not your organization. Three questions a benchmark can never answer, the difference between description and causality, and a 90-day sequence for building your own baseline.
Most AI strategies are single-scenario bets built on a best-case forecast. Here is how to use Best Case vs. Worst Case scenario planning to align leadership, stress-test AI transformation risk, and build an operating model that survives either future.