Where Did the Saved Hours Go?
Ask your people whether AI saves them time and most will say yes. Ask where that time went and the answers get vague.
The research says the same. A 2026 Prosci study of 1,553 workers found that roughly two in three now use AI regularly. Yet between 2024 and 2026, the share of organizations getting the best results from AI held essentially steady.¹ More use has not produced more top performers.
Prosci explains why. The time people save is real, but it tends to “bleed into the calendar” rather than show up in business results.² An hour saved drafting a quote becomes an hour spent polishing the next email or in a longer meeting. Nobody decided what the hour was for, so it went to whatever was closest.
Large companies are struggling with the same thing. In a 2026 survey of 152 chief executives, Boston Consulting Group found that only 14 percent clearly define the profit impact of all their AI initiatives. BCG also warns that counting AI users or tasks automated reveals little about whether AI is delivering financial value.³
The fix does not need new technology. It needs a decision, made before the tool goes in, about what the recovered time is for. That could be more customers served per person, quotes returned in a day instead of a week, a backlog finally cleared, or a project that has waited a year for someone to have time.
This is a manager’s job. Prosci makes the point that value only becomes visible when a manager helps the team adopt a new way of working, so the time AI frees up is put to use instead of being absorbed back into the calendar.² In an owner-managed company, that is a short conversation with each team lead, and then a follow-up sixty days later to see whether the hours went where you planned.
Pick one team that says AI is saving them time. Ask how many hours a week, and what those hours are now being used for. If nobody can answer the second question, help your people work out how much time is being saved, and then clarify where that time should be applied.
Sources
¹ Prosci, “Closing the Gap Between AI Use and Business Value,” 2026, drawing on Prosci’s 2026 State of AI Adoption study of 1,553 workers in the United States and the United Kingdom.
² Prosci, “AI Adoption vs. AI Integration: 3 Capabilities for Leading Continuous Change,” September 21, 2026.
³ Boston Consulting Group, “CEOs Are Starting to See Value from AI. Now Comes Execution.,” July 2026, based on BCG’s AI Transformation CEO Survey, 2026, of 152 chief executives.