Where Did the Time Saved by AI Go... Performance Standards Management Must Change

Where Did the Time Saved by AI Go... Performance Standards Management Must Change Beyond usage rates and drafting speed, companies must examine task completion criteria, review costs, and the reallocation of saved time Suppose management is reviewing a report filled with metrics on utilization rates and document drafting times during a meeting to evaluate AI adoption. Even though employees report drafting documents faster and system usage logs accumulate, the dates when proposals are sent to clients or projects are finalized remain largely unchanged. The critical question here is not simply whether employees utilized AI sufficiently. Leaders must also ask how far the accelerated work has progressed through the organization's stages and what has been recognized as performance in the process. Recently published studies provide a basis for examining this question from various angles. Howeve…