Plan and exercise book
Step-by-step exercises for each priority area, each with the prompt to use and a checkpoint to confirm the answer is right.
Training · 2026
Design and delivery
Hands-on workshops that teach teams to do their own work with AI, built around their real tasks and their own data.
days: tools in general, then each person's own tasks
priority areas chosen by the team
exercises with prompts and checkpoints
The brief
Most AI training shows people what the tools can do. I wanted people to leave able to produce their own outputs with AI, and to check them.
Each workshop starts with a site visit to see how the work is really done. The team then picks its priorities. For one manufacturer's finance team these were monthly financial reporting, email handling and ESG reporting on energy consumption.
Deliverables
Step-by-step exercises for each priority area, each with the prompt to use and a checkpoint to confirm the answer is right.
Realistic files with real faults left in, so people learn to catch the mistakes, not only to produce an output.
A finished version of every output, so each person can compare their own result.
Actions
Problems and solutions
Every project hits problems along the way. These are the ones that mattered here.
Problem
A first version showed the finished outputs, which people could read but not reproduce.
Solution
I rebuilt it as an exercise book with prompts and checkpoints, so each person builds the output with AI and checks it themselves.
Outcome
Teams leave able to use AI on their own monthly work, and to check what it gives them.
Skills and tools used