Plan an AI transition
Start with tasks, worker input and quality checks—not broad job-loss claims.
Read about women, work and AI ↗YOUR TEAM / YOUR SPHERE OF INFLUENCE
For leaders
inside organisations.
You may be a manager, executive or functional lead. You work inside a company and influence how people, tools and decisions come together.
You may not own the company or control its budget. You can still shape the workflow, make the case for staff learning, set review expectations or bring employee experience into an AI transition. This route focuses on decisions you can take forward within your role.
Make a case for learning
Connect practical capability to the work and opportunities your team needs.
Explore access and opportunity ↗Bring evidence to a decision
Read the scope and source notes before presenting a number internally.
Explore the research programme ↗A FEW PRACTICAL QUESTIONS
Your questions, answered
Is this page aimed at business owners?
The founder route covers decisions made by a company owner. This route is for a manager, executive or other leader working inside an organisation.
Can I use the country AI figures to estimate my team’s adoption?
No. They describe general working-age population usage, not your workforce or sector.