AI Fluency & Building · AI Adoption
Go deeper. Real-world tasks that need more research, planning and a polished result.
Task 1 of 3
Teach a small group to use AI in 30 minutes.
What to do
Design a 30-minute 'AI at Work' session for a small business team or college club, with slides, a live demo (writing a social post, replying to a customer, planning a week) and a hands-on exercise. Run it and collect feedback.
You’ll make
Done looks like
Slides, photos or a recording of the session, and a summary of attendee feedback.
Task 2 of 3
Build a checklist and test it on 20 AI outputs.
What to do
Build a quality checklist for AI-written business content (accuracy, brand voice, clarity, originality, call to action). Test it on 20 AI outputs such as captions, emails and product descriptions, and report how often each check caught a problem.
You’ll make
Done looks like
The checklist, plus a sheet showing all 20 outputs scored and how often each check caught a problem.
Task 3 of 3
Find where AI fits in one real business process.
What to do
Map one real business workflow end to end (for example, posting a weekly offer on social media or answering customer enquiries). Mark the steps where AI fits, try it, and measure time taken before and after.
You’ll make
Done looks like
A workflow diagram with AI steps marked, and before/after timings.
Learn before you build
Free course
Free courses, including AI Fluency and Model Context Protocol, with certificates.
Free course
University of Helsinki's free intro to AI, with a free certificate.
Free course
Andrew Ng's non-technical GenAI course. Free to audit.
Article guide
How to design AI into products and workflows people can trust.
Article guide
Practical research on how people actually work with AI.
Article guide
Real data on which tasks people use AI for at work.