T13-L05 · Adoption & enablement · Level 5 Operator · 17-minute read, plus 4 hours of doing

An attendance list from January

Last winter the institute rolled out its hosted assistant to all eight research groups (T13-L04 · Roll Out an AI Assistant to a Whole Department, With Access, Cost and Consent Settled First). Everyone was invited to a 60-minute session in January. There's an attendance list. Nine months later, a funder's questionnaire asks how the institute meets the EU AI Act's rule on AI literacy, meaning the skills and understanding people need to use AI sensibly at work. The coordinator opens the list and sees the problem at once.

Since January, 34 people have joined: PhD students, guests, a new group. None of them was at the session. Two groups now use paid external models, and one group runs a transcription workstation for patient interviews (T09-L04 · Transcribe Recordings That Must Stay in the Building); nobody was trained on either. The assistant's menu has gained a document feature that stores files. And three people on the list of those allowed to use external models left in the summer.

In a company it's the sales department six months after its Copilot rollout. 22 people have seats, the rest of the company has the free chat, and the works council asks how people are trained, and whether the training records are being used to judge anyone.

You are at Level 5 Operator. You run AI for everyone, over years, while people and tools change underneath. This book shows you how to keep their skills current and show it, with a register that doesn't depend on you.

After this you can

  • Map each role to what its people must be able to do with the AI tools they use, written as tasks you can check.
  • Check those abilities with short scenario tests on real work, and record the result instead of attendance.
  • Keep one register that stays in step with arrivals, role changes, departures and access, checked every month.
  • Trigger a refresher when a tool, rule or risk changes, and record the decision even when none is needed.
  • Show an auditor, the works council or a funder what you do and why, without your register turning into a file on people's performance.

Before you start