AI savings vanish into unmeasured time

What happened

AI's workplace efficiency gains often disappear because companies never define where saved time should go. One example cited: a task that once took 15 days now finishes in 15 minutes, but it happens only once a year, making the effort negligible.

Why it matters

Without a baseline measured before AI adoption, reported savings are misleading. Even when time is freed, if no one decides its destination—such as cutting overtime—other work quietly fills the gap, and no cost reduction appears on the income statement.

What to watch

The article warns that tools canceled after moving in-house can raise costs. Maintenance work hides in overtime hours, unlike visible license fees, and new duties like security logs and usage guidelines add workload that often isn't subtracted from savings.