05
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 measurement begins, companies align on what productivity means in their context. For a software firm, it may be faster release cycles and fewer defects. For a sales organization, it may be more customer…
