The Peer-Appointed Champion
One peer asked to change how everyone else works, with no authority to make it stick.
The lines under "How it sounds" are typical phrasing we wrote, not quotes from clients or interviews.
How it sounds
- “Talk to Dave, he's our AI champion.”
- “I can show them how it works, but I can't make them use it.”
- “Why is he telling my team how to do their jobs?”
What it looks like
The owner names a respected peer as the AI champion. The champion runs demos, shares tips and builds a few tools. Use picks up in their own team and stalls in departments whose leaders didn't ask for it. The friction rarely shows as an argument. It shows as polite non-use, and the champion's relationships with peers get harder.
Why it happens
Change needs a sponsor with authority. A peer has influence and no authority, so every request to change how a department works is one peer asking another, and that puts both of them in an awkward spot. People also want to hear about change from two places, and a peer isn't either one. There's a fair point on the other side: MIT NANDA's 2025 report found that many strong deployments began with power users who became early champions, paired with "executive accountability." The champion helps. The champion without a sponsor is the pattern.
What it costs
- "Projects with extremely ineffective sponsors were only 27% likely to meet their objectives as compared to 79% with extremely effective sponsors" (Prosci, Best Practices in Change Management). 79 ÷ 27 = about 2.9 times as likely.
- In Prosci's 12th edition study (2,668 respondents, 2023), employees preferred the CEO or president for why the business is changing (37%) and their own supervisor for how it affects them (58%).
- PMI's 2018 survey found 26% named "inadequate sponsor support" as a primary cause of failed projects.
- The cost to the champion's peer relationships isn't measured anywhere we found, so that's our reasoning from leading teams through change.
Where it comes from
Often the interested volunteer, the person in AI as a Second Job, is asked to roll AI out to everyone else. AI as a Second Job is the time problem. This pattern is the authority problem.
First move
Keep the champion as the teacher and give the change a sponsor. The owner says why at a team meeting, and each manager tells their own team what changes for them and when.
The fifteen patterns, with what each one costs and a first move, are in The AI anti-pattern field guide.
Related AI patterns
- AI as a Second Job. The person who got AI still has a day job.
- AI by Committee. Everyone owns a piece of AI, and nobody owns the whole.
Someone should own AI at your company.
An AI strategy decides who owns the work, which tools stay, and what changes first.