AI Fluency & Building · AI Adoption
Start here. Short, guided tasks that build the basics and give you your first piece of proof.
Task 1 of 3
Find the time-wasting tasks AI could take over.
What to do
Pick a small business you know (a café, salon, tuition centre or online store). Interview the owner or a staff member about 3 weekly tasks that eat their time. For each, write where AI could help and where a human should stay in charge.
You’ll make
Done looks like
A one-page note per task: the task, where AI fits, and where it shouldn't.
Task 2 of 3
A one-page guide for using AI well at work.
What to do
Create a one-page 'Good AI Habits' cheat sheet for a small team: how to give AI context, how to check its answers, how to keep a consistent brand voice, and what not to paste into an AI tool (customer details, passwords, private files).
You’ll make
Done looks like
A shareable one-page PDF or image with dos, don'ts and examples.
Task 3 of 3
Review 5 AI answers about a brand you know.
What to do
Ask an AI tool 5 questions about a brand or business you know well (products, prices, history, opening hours). Mark every error, vague claim and made-up detail, then publish a before/after review.
You’ll make
Done looks like
A before/after post showing each answer, the issues marked, and the corrected version.
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.