Start with a workflow the team already owns
A finance team reviewing a spreadsheet needs a different workshop from a sales team preparing proposals. We shape the exercises around each role's inputs, decisions, and approval steps. Employees practise prompts, compare the output with source material, and decide what a person must check before using it.
Before the session, agree on the audience, its current skills, the approved tools, and the workflow to practise. Use sanitised or synthetic examples until the data owner and IT team approve real company material. Workshops should leave employees with an exercise they can repeat and a clear route for asking questions.