The lines under "How it sounds" are typical phrasing we wrote, not quotes from clients or interviews.
How it sounds
- “We rolled out Copilot to everyone in March.”
- “I tried it once and it gave me garbage.”
- “There's no time to learn new stuff right now.”
What it looks like
Licenses get bought and announced, maybe with a lunch-and-learn. Then people are on their own. A few power users get real value, most use it for an email now and then, and leaders read low use as low interest. Tools arrive without habits.
Why it happens
Training feels optional when time is tight, and AI tools are sold as easy to pick up. Skill with AI grows person by person, through practice on each person's own work, and that takes protected time nobody scheduled.
What it costs
- Half of small business workers use AI at work, and "about one in 10 respondents say they were offered formal AI training" (Chamber and Ipsos, May 2026, 1,070 workers).
- "Only 39% of people globally who use AI at work have gotten AI training from their company" (Microsoft and LinkedIn Work Trend Index, 2024).
- In Goldman Sachs 10,000 Small Businesses Voices (Mar 2026), 73% said more training and resources would help.
- Time is the barrier owners name. 25% of small employer firms using AI and 37% of those planning to named "time to implement or train employees" (Federal Reserve Banks, 2026).
First move
Give people one protected hour a week for a month to use AI on their own work, and pair each person who's stuck with someone further along.
The fifteen patterns, with what each one costs and a first move, are in The AI anti-pattern field guide.
Related AI patterns
- The Tool Pile. Every tool made sense when you bought it. Together they don't add up to a plan.
- The Quiet Users. People use AI every day and don't say so.
An AI strategy decides who owns the work, which tools stay, and what changes first.