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Frontline AI users save a workday a week. Two-thirds get little guidance on using it.

BCG's 2026 AI at Work survey finds 42 percent of regular frontline users, non-managerial office staff in its definition, save at least a full workday a week. Sixty-six percent say they get limited or no guidance on what to do with that time.

Staff in coats walking out of an open-plan office in low afternoon sun, a few colleagues still at their desks.
Illustration: The Langford Institute.

BCG's 2026 AI at Work survey found that 42 percent of frontline employees who use AI regularly save at least a full workday a week. In the same 2026 survey, 66 percent said they get limited or no guidance on what to do with that time, and over half do not redirect it to strategic work.

Frontline has a narrow meaning here. BCG defines frontline employees as individual white-collar employees without managerial responsibilities, not deskless or shop-floor workers. Among that group, BCG's 2026 survey puts regular AI use at 74 percent. BCG's release gives two inconsistent accounts of how fast that share has grown, one over a year and one over two years, so the size of the increase is left out here.

AI agents show a related gap. In BCG's 2026 survey, 30 percent said AI agents are already integrated into workflows, up from 13 percent, while 52 percent have a limited understanding of what agents are.

How the research was done

BCG surveyed 11,749 workers across 14 markets for its fourth annual AI at Work report, released on June 3, 2026. The time savings are respondents' own estimates, not measured hours. BCG's 2026 release does not state the base for the 66 percent figure; it appears to be regular frontline users. The full methodology sits in BCG's report rather than the release. BCG sells transformation services.

Many employees are saving time with little direction on how to use it.

The same 2026 research compares groups of respondents. BCG associates a clear AI strategy with a 25 percentage point lift in measurable business impact, against about 5 points for better tools alone. In BCG's 2026 data, respondents at companies pursuing workflow redesign were 24 points more likely to see measurable improvement and 22 points more likely to save a full day a week. In the same 2026 comparison, they were also 20 points more likely to report higher job satisfaction.

Chief executives point the same way. In IBM's 2026 CEO Study, 83 percent of CEOs said AI success depends more on people's adoption than on technology, and the CEOs estimated that only 25 percent of their workforce uses AI regularly. IBM's 2026 estimate and BCG's 74 percent are not comparable: IBM's is a CEO estimate for the whole workforce, while BCG's covers white-collar staff without managerial duties. IBM sells AI software and consulting.

What it does not show

Nothing in these figures shows what the saved time produces. Hours saved are self-estimated, and business impact is as perceived by employee respondents, not audited results. The lifts for strategy and redesign are BCG's comparisons across respondent groups, not controlled experiments, so companies with a clear strategy may differ in other ways that also matter.

Nor does the survey describe deskless work. Leaders of shop-floor and other deskless workforces should not read these results as a picture of their people.

What to do with it

Many employees are saving time with little direction on how to use it. Deciding where that time goes is a management task, and it can start this week.

  • Decide what the time is for. Ask each manager to agree with their team where reclaimed hours should go, and write it down.
  • Measure the hours. BCG's 2026 figures are self-estimates. Time a few common tasks before and after AI use, and replace estimates with counts.
  • Redesign before buying. In BCG's 2026 comparisons, workflow redesign was associated with a 24-point lift and better tools alone with about 5 points. Fund the redesign of a few high-volume workflows before adding licenses.
  • Spend some of the day on skills. CEOs in IBM's 2026 study expect 29 percent of employees to need reskilling for a different role and 53 percent to need upskilling between 2026 and 2028. Reclaimed time is a natural place to schedule it.
  • Ask your own users. Survey regular AI users each quarter on time saved and on whether they know what it is for. Track the share with clear guidance as closely as the share using the tools.

Sources

Corrections: none to date. If we find an error, we will correct it here with a dated note. Our standards.