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AI strategy consulting helps a leadership team decide where to test AI, which work may need to change, who owns each result and how to assess costs and benefits. Readiness evidence informs those decisions; BCG's 10-20-70 rule is a practical allocation of transformation effort, not a causal formula for ROI (BCG, 2026).
Workslop is AI-generated work that looks finished but does not move the task forward, so the colleague who receives it has to interpret, fix, or redo it. Four in ten US full-time employees received workslop in the past month (Niederhoffer et al., HBR, 2025). It is not a technology failure. It is a failure of collaboration between people.
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.
EY’s 2026 survey of adult consumers across 23 markets reports 16% autonomous-AI use and 66% considering oversight essential. Workplace autonomy still requires a separate legal, task and oversight assessment.
Full calendars, friendly teams, smooth handoffs — and still no collaboration. Four look-alikes get mistaken for the real thing, and AI deployed on top of them only automates the illusion.
Gallup reports 65% positive productivity impact, while 14% strongly agree and another 20% agree that AI transformed work. These use different response thresholds. Their difference is not a measured quantity of unrealized transformation, nor an objective process-productivity estimate.
Shadow AI is AI use without your knowledge, approval, or governance. Gallup's undivided 52% hides it, the 47%-vs-25% plan gap feeds it, and only an instrument built on psychological safety can measure it.
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.
License counts show tool activity, not whether work improved. A guide to readiness, employee experience and process outcomes, with the limits of survey-based ROI claims.