A failure mode with nobody to blame
Here is a plan that sounds complete. The tool frees up several hours a week per person. Leadership decides those hours go to the strategic work the team never reaches. Everyone agrees, everyone complies, and a quarter later the strategic work has not moved.
No one defected. There is no under-performer to find and no follow-through to chase. The plan failed on a property of the saving that nobody put in the plan.
Two hours and two hours are not the same asset
Brigid Schulte named the general condition time confetti — the minutes shaved off a day by interruption and switching. Ashley Whillans at Harvard Business School has spent years on what those fragments do to people.
That research is about leisure and wellbeing, not workplace output, and stretching it into a productivity finding would be exactly the kind of claim we tell clients to check. What transfers is narrower and sturdier: an amount of time and a usable block of time are different goods, and one does not convert into the other for free.
Which matters here because of how AI delivers. It rarely removes a task from the week. It compresses tasks already in the week, individually, spread across every working hour. Fragmentation is not a side effect of a bad rollout — it is the shape of the output, and it falls straight out of what the tool is good at.
Why the reporting looks like exaggeration and is not
A capable person can tell you, accurately, that AI saves them several hours a week and be unable to name a single thing those hours produced. Both halves are true. The saving was real and it never existed in a denomination large enough to buy the work it was assigned to. If you have privately suspected a team of inflating its numbers, this is the more likely explanation.
The step between the two that nobody owns
Directing recovered time is necessary — undirected, it disperses by default. But direction does not reassemble anything. Assign twelve six-minute intervals to work that needs two uninterrupted hours and you have assigned nothing; you have simply moved the failure somewhere it cannot be seen.
The missing step is consolidation, and it is a scheduling act rather than a motivational one. Somebody has to convert the fragments into a block, on a calendar, against resistance from every meeting that would rather have those minutes. That is an organizational decision with a named owner, not something a team can be encouraged into.
A protected two hours on a Thursday that did not exist last quarter is a saving you can audit. Twelve unclaimed intervals are not, however real the minutes were.
Working sessions that rebuild the week around the block, not the minutes: Turn scattered minutes into a block that does something →
Keep reading: Five hours a week came back · Six hours a week correcting AI
This is the thinking behind a Trusted AI Culture.
Source: Ashley Whillans, "Time Confetti and the Broken Promise of Leisure," Behavioral Scientist. The term "time confetti" was coined by Brigid Schulte.
Written with AI in the loop: my idea, AI drafted and sharpened, my judgment on the way out. Every word is mine to stand behind. — Darren