Key inquiry: “For a real task in my job, is AI the right tool — and which shape of AI fits?”
You ship: A capability map for your role: where AI helps, where it doesn’t, and the first target.
What AI is good at
- Match tasks to AI shapes (summarise, extract, classify, draft, answer)
- Judge where a confident wrong answer is unacceptable
Prompting well
- Design, test and version prompts like real code
- Get reliable structured output and validate it
- Audit your week for AI-suitable tasks and rank them.
- Build a prompt that reliably produces usable structured output.
- Reflection: where would you keep a human in the loop, and why?
Maps tasks to AI with support.
Designs reliable prompts independently.
Produces a sharp, defensible capability map for a real role.