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Feb
Productivity gains from AI copilots are not always visible through traditional metrics like hours worked or output volume. AI copilots assist knowledge workers by drafting content, writing code, analyzing data, and automating routine decisions. At scale, companies must adopt a multi-dimensional approach to measurement that captures efficiency, quality, speed, and business impact while accounting for adoption maturity and organizational change.Defining What “Productivity Gain” Means for the BusinessBefore any measurement starts, companies first agree on how productivity should be understood in their specific setting. For a software company, this might involve accelerating release timelines and reducing defects, while for a sales…
