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There is no single AI adoption rate
Wide variations in reported AI adoption rates stem from fundamentally different survey methodologies, definitions, and populations being measured.
What: The article explains why estimates from sources like McKinsey (90%), Ramp (56%), and Census (20%) cannot be directly compared due to differing business samples, timeframes, and measurement criteria.
Why it matters: Developers should avoid treating single 'adoption' statistics as absolute truth, as they often track different stages of maturity from free tool usage to production-grade implementation.
Original article
McKinsey's nearly 90% usage, Ramp's 55.9% paid adoption, and Census's 19.8% measure different businesses, behaviors, and time windows.
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