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What AI at work actually means
“AI” at work is three different things wearing one word. Telling them apart takes about eight minutes and it changes what you expect, what you check, and who you ask when it goes wrong.
After this you will be able to
Tell the difference between a chatbot, an assistant built into software you already use, and automation somebody set up on your behalf.
Skip this if you can already say which of those three you used most recently, and who chose to switch it on.
What you need
- Any device. This works on a phone.
- Nothing to install. No account needed.
- No cost.
Steps
The first kind is a chatbot. A box you type into, that types back. You start it, you read what comes out, and nothing happens unless you do something with it.
You should be able to name one you have seen. If you have used one at all, it was almost certainly this kind.
The second kind is an assistant built into software you already use. A button inside your email, your documents or your spreadsheets. It can see things you already have access to, which is what makes it useful and what makes it worth being careful about.
You should be able to say whether you have one of these at work, and where the button is. If you have never noticed one, that is a real answer.
The third kind is automation somebody set up. It runs without you asking, on a schedule or when something happens. A reply that gets drafted, a form that gets sorted, a summary that arrives. You did not start it and you may not know it is there.
You should be able to name one thing at your work that happens by itself and that you did not set up.
Now apply the difference that matters. For a chatbot, you are responsible for what you do with the answer. For an assistant, you are responsible for what you send. For automation, somebody else chose the rules, and the useful question is who.
You should be able to say, for each of the three, who is accountable when it produces something wrong.
Take the last piece of work you handed over to any of the three. Say out loud which kind it was.
You should get an answer in under five seconds. If it takes longer, the answer is usually the second kind, because assistants are the easiest to use without noticing.
If it goes wrong
- You cannot tell whether the thing in your email is an assistant or automation.
- Ask whether it waits for you. If you have to press something, it is an assistant. If it has already happened when you open the app, it is automation.
- Somebody tells you it is “all the same underneath”.
- Underneath, often yes. That is not the useful level. A car and a bus have the same kind of engine and you do not treat them the same way at a junction.
- You find automation nobody told you about.
- That is worth raising, calmly and in writing. Ask who set it up and what happens if it gets something wrong. This is a normal question, not an accusation.
Do today
Open the app you use most for work. Spend five minutes looking for a button, panel or menu item with an AI name on it. Write down what you found, or write down that you found nothing. Both are useful and the second one is common.
Download the practice card (one page, A4, PDF). No email address. No account. Print it, copy it, hand it out.
If you want to go further
Optional. Nothing in this lesson depends on it.
- Introduction to AI concepts — Microsoft Learn, free, no account needed to read
- Introduction to Microsoft 365 Copilot — Microsoft Learn, free, no account needed to read
Sources used on this page
Skills England · Technical AI foundation skills · source
Written by · Craig Stanley · drafted 27 July 2026 · not yet signed
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