Managers, not champions, after you buy the tools

Who this is for

This is for the L&D, HR, or transformation lead who has been told to "find champions" now that the licences are live. A handful of enthusiasts will volunteer. They will run a Slack channel and a show-and-tell. Six weeks later the rest of the team still works the old way, because their manager never changed what "done" looks like.

If your adoption plan is a champions network and a hope, read this before you print the badges.

The business problem

Champions are useful as scouts. They find prompts that work, they warn you when a tool is a poor fit, they will sit in the first cohort. They cannot set a performance standard for people who do not report to them. They cannot reopen a one-to-one. They cannot decide that an unchecked draft is not finished work.

McKinsey reported in 2025 that 88% of organisations use AI in at least one function while only about a third have scaled past pilots, and that only 39% see any EBIT impact. Leaders with highly AI-fluent teams are 3.9 times more likely to capture enterprise value, per McKinsey. Fluency is a team property. Teams take their cue from the person who assigns work and reviews it.

The Conference Board reported in 2026 that only 33% of workers received employer AI training in the last six months. TalentLMS reported in 2025 that 49% of workers say AI is moving faster than their company's training. World Economic Forum reporting in 2025 found that 63% of employers name skill gaps as the top barrier to transformation. A champions programme does not appear in those figures as a remedy, and it should not. It is an informal overlay. The gap is managerial.

What happens after the tools are bought

Someone in IT or procurement turned the seats on. A few people started using them. Quality is uneven. Legal wants a policy. L&D is asked for training. The easy political move is to name champions so the organisation can say it has a movement.

Then the week looks like this. The champion demos a clever use. Their peers nod. On Thursday the line manager asks for the pack by 4pm and does not mention a check. The team ships the old way, or ships an unchecked draft because it was faster. The champion looks like a hobbyist. The licences look unused. Finance asks why.

That is not a content problem. It is a management problem. The champion did their job. The organisation asked them to do someone else's. If you keep funding the overlay and not the line, you will get another quarter of unused seats and a story about culture that does not name a manager.

What the manager's job is

After tools are bought, the manager owns four things the champion cannot.

The definition of done. If AI was used, what must have been checked, and what must be said in the file. What AI literacy actually means at work is the workforce definition. The manager turns it into "I will not accept this output until."

The one-to-one. Who is practising, who is avoiding, who is pasting customer data into a public model. That conversation is not a Slack emoji.

The work that gets praised. If you only praise speed, you will get speed. If you praise a caught error, you will get checking.

The escalation. When the tool is the wrong tool, when the output is a legal or customer risk, when the policy is silent. AI Governance and Oversight for Managers is the session for that judgement. It is not a champions meetup.

Leading an AI-Ready Team is the course Experrt runs for the people who already have a team and a tool, and now have to run both.

Why champions programmes fail

They fail when they are asked to substitute for management. They also fail when the champion is the most junior enthusiast and the most senior sceptic is left untrained. They fail when the only metric is channel activity. They fail when the champion is expected to police policy they cannot enforce.

Keep a small scout group if you want. Do not call it the adoption plan. The adoption plan is: managers trained, standard written, team practised, record kept. If you already named champions, leave them as scouts and put the next training date on the managers' calendars, not on another show-and-tell. A channel with a lot of messages is not a team that checks its work.

What to insist on when you commission

• A manager cohort before or beside the staff cohort, not a forwarded recording.
• A written team standard the manager will use in reviews, one page.
• Practice on the team's actual work types.
• A register for the managers, not only for the champions.
• An explicit limit: champions advise, managers decide.

Experrt will train the managers and the teams. We will not run your champions Slack. If you want a movement, start with the people who already hold one-to-ones.

What to do this quarter

List the managers whose teams already have seats. Book them a live session on the standard, the one-to-one, and the escalation. Then train the teams against that standard, not against a demo. If you need dates and a record, contact Experrt. Bring the org chart for those teams and the tools they already use.