Which programme format should we start with?
If the starting point is unclear, begin with the diagnostic. If leaders already agree on the first few workflows, use a 1-3 day lab. If adoption must change everyday work, run an employee and manager practice cohort. If the organisation needs champions, capstones, and review over time, use the 3-6 month capability build.
Is this prompt engineering training?
Prompting appears inside the work, but it is not the centre. The centre is workflow choice, context quality, review habits, source discipline, risk boundaries, and the question of who owns the final judgment.
What makes the programmes practical?
Participants work on familiar tasks and commit to a judgment before AI reveals a better or different path. The output is not only awareness. It is a map, rubric, prototype, task library, assessment design, or follow-up plan someone can inspect later.
Can the same method work for HR, finance, banking, or higher education?
The examples must change by domain, but the discipline is stable: choose work that matters, assemble legitimate context, define the review rule, make evidence visible, and decide what changes after the session.