/06AI by Role
Role-based guidance on what to delegate, what to keep human, and how to learn with real work.
Beginner
9 min
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AI by Role
Role-based guidance on what to delegate, what to keep human, and how to learn with real work.
Beginner
9 min
Generic AI training teaches features. Useful AI education starts with the work someone has to do on Monday morning.
Leave knowing / Apply AI to real work without outsourcing judgment
The training rule
Every role should learn what AI can safely accelerate, what still needs human judgment, and how to check the output. The goal is not a certificate. The goal is real work that becomes measurably better.
Teach the workflow, not the chatbot.
A useful exercise
Learn with one real task.
Choose a repeated task from your actual role.
Write down how you do it now.
Use AI only for the language-heavy or pattern-heavy part.
Review the result using the same standard you would use for a colleague.
Record what became faster, what became worse, and what should remain human.
Try it
Use AI for
- Turn long material into decision briefs
- Pressure-test plans and assumptions
- Prepare questions for meetings
Keep human
- Final priorities
- People decisions
- Accountability for tradeoffs
Do this today
Give AI a real board or planning document. Ask for the three decisions hiding inside it, the evidence for each, and the strongest argument against your preferred choice.
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