Many AI seats go quiet after the first few weeks

Paid AI seats get the most use in the first few weeks. In a randomized trial Microsoft ran with 66 firms, weekly use of Microsoft 365 Copilot peaked at 55% of licensed workers and settled just under 40% from week 12¹. Firm averages over the last three months ranged from 6.3% to 70%¹. Surveys and government evaluations find more use where managers expect it and back it, though none tested that at random.

What happens to AI adoption after rollout

Between September 2023 and October 2024, Microsoft worked with 66 large firms that each put at least 100 workers into a lottery for Copilot licences, and tracked 7,137 knowledge workers through its own telemetry¹. A worker counted as a user in a given week only if they took an action in Copilot¹.

More than 90% of licensed workers tried Copilot at least once in six months¹. Weekly use peaked at 55% in the first weeks, then slid until it settled just under 40% from week 12¹. In months 4 to 6, 5% used it every week and 20% didn't use it at all¹.

These were large firms that joined a study during Copilot's early rollout, so a smaller firm buying today may see different numbers. UK and Australian government pilots gave most licences to volunteers and measured use in their own ways, so their figures can't be compared directly.

Why employees stop using AI

Light users in Australia's final survey said they'd stopped after a poor first experience, or because checking and editing the output took longer than doing the work³. Others lacked confidence and couldn't find time to train, and focus groups said they often forgot Copilot was built into their apps³.

At Australia's Treasury, staff expected more than the product delivered, and some were discouraged and gave up⁴. They also struggled to fit learning the tool into their workload⁴.

Gartner surveyed 132 IT leaders in June 2024, about half at companies with 10,000 or more staff⁵. Training on each person's own tasks is part of the fix, and why training beats tools covers what kind works.

AI licence waste: what an idle seat costs

Microsoft lists Copilot Business at US$21 a user a month on an annual plan, before a first-year discount that runs through 2026⁶. Its terms give buyers 7 days to cancel for a prorated refund, so after that an unused seat still costs US$252 over the year at list price⁶. Australia's Treasury estimated a mid-level staff member would need to move about 13 minutes a week to higher-value work to cover the licence, which assumes the seat gets used⁴.

Few pilots grow into full rollouts. In Gartner's June 2024 survey, 60% of IT leaders had started Copilot pilots and 6% had finished one and planned a large rollout⁵. In May 2025, Gartner analyst Dan Wilson said 5% of organizations in its 2025 survey that had finished pilots were moving to a larger deployment⁷.

Taking seats back is awkward, since 90% of IT leaders in the 2024 survey said employees would fight to keep their access⁵. BCI, a Canadian public-sector investment manager, rolled Copilot out to 300 employees and has since rotated the licences across more than 570 users, according to a Microsoft customer story⁸.

What keeps AI use going: managers who back it and AI champions

Knowing a worker's firm predicted their use in the field trial better than all the researchers' other measures combined¹. Industry explained only 2.9% of the variation¹. The authors suspect differences in management practices or training that their data couldn't capture¹.

Gallup finds employees who strongly agree their manager actively supports their team's AI use are 1.7 times as likely to use it a few times a week or more, but only 36% strongly agree⁹. In McKinsey's 2026 survey, the roughly 6% it counts as AI high performers were twice as likely to say senior leaders show commitment to AI and that they measure its impact¹⁰.

In Australian agencies where leaders expected Copilot use, focus groups reported better uptake, and one participant said use rose after the chief executive showed staff how he used it¹¹. The evaluators recommended naming AI champions to show colleagues the benefits¹². The UK pilot found that team and line manager attitudes appeared to shape use².

Microsoft surveyed 1,300 of its Copilot users, and most said at 11 weeks that the tool had improved their work¹³. Those are the same weeks in which trial use fell from its peak to where it settled, so the first three months seem to decide whether the habit forms¹.

AI adoption metrics to check every week

Microsoft's Copilot usage report counts a user as active if they tried a Copilot feature in the chosen window of 7, 28, 90 or 180 days, and admins can export each user's last activity date¹⁴. Gartner's Dan Wilson said the default counts one use in 28 days, adding, "I don't really call that adoption"⁷. He suggested one use a week as a floor and one a day to make a seat worth its cost⁷.

OpenAI's admin guide for ChatGPT Enterprise tracks a similar funnel, from seats bought to weekly active users, and suggests sharing the numbers with AI champions and department leads¹⁵. A small firm can run on four numbers:

• Weekly active rate by team: the share of paid seats used in the past 7 days.
• Quiet seats: anyone with no activity in the past 4 weeks, from the last-activity export.
• Active days per person, where the report shows them, to tell a habit from a one-off try.
• One task measure per team, such as the time a weekly report takes, before rollout and at week 12.

A 12-week AI rollout plan for a 10 to 500 person firm

1. Before buying, name one owner who'll work on adoption every week for 12 weeks, and list three to five tasks per team for the tool.
2. Buy seats for the people with those tasks and add the rest in phases, as Australia's Treasury recommended⁴. Check the cancellation window first, since Microsoft's annual terms allow 7 days⁶.
3. In weeks 1 and 2, have each team practise its listed tasks on real documents.
4. Name a champion in each team, as Australia's evaluators recommended¹², and hold a 30-minute office hour every week where people bring real work.
5. Ask managers to use the tool in front of their teams, since manager support goes with more frequent use⁹.
6. Every Monday, have the owner check the 7-day active rate by team and follow up with the quietest team.
7. At week 12, when trial use had settled, move seats idle for 4 weeks to people who've asked for one, and drop the rest at renewal¹.

At list price, 40 Copilot Business seats cost US$10,080 a year before anyone's time for training⁶. To check whether the owner and the tasks are in place before you buy, try the readiness check. For assistants built on company documents, see what company AI brains did and needed first.