Introduction: The Efficiency Trap If you walk the floors of most established companies today, you will hear a familiar refrain: “We are using AI to save time.” Teams are automating emails, summarizing meetings, and generating first drafts of reports. The modern leader points to a 15% reduction in processing time or a 10% drop in operational costs as proof of success.