What actually counts as AI (and what doesn’t)
“AI” has become a label stuck on almost any software. That matters when you’re buying: if you don’t know what the thing actually is, you can’t judge the price, the risk, or whether you need it at all. Here’s the plain-English version.
The five things that get called AI
- Automation follows rules you set: “when a booking comes in, send a confirmation and add it to the calendar.” No intelligence involved, and none needed. Most admin pain is fixed by this, not by AI.
- Integration connects systems that don’t talk to each other, so you stop retyping the same job into three places. Plumbing, not thinking.
- RPA (robotic process automation) is software copying human clicks and keystrokes. Useful for old systems without connections, but it’s mimicry, not intelligence.
- Chatbots are a mix: some follow scripts (not AI), newer ones genuinely understand and answer in natural language (AI). Worth asking which one you’re being sold.
- AI, the real thing, interprets, learns and generates. It handles work where the input is messy and the rules can’t be written down in advance.
A decent rule of thumb: if you could write the steps on a flowchart, it’s automation. If it needs judgement (reading, summarising, drafting, spotting patterns), that’s AI.
What AI is genuinely good at today
- Drafting and improving text: quotes, emails, descriptions, replies to reviews.
- Summarising long documents and pulling the answers out of them.
- Turning messy input into structured info: photos of receipts, rambling voicemails, meeting recordings.
- Answering customer questions in natural language, trained on your actual prices and services.
Why this matters when you buy
Rules-based problems have rules-based prices: automation tools cost pounds a month, and sometimes a shared spreadsheet is honestly fine. Don’t pay AI prices for a flowchart. Equally, some problems only AI can touch, and there the leverage is real. Not every digital improvement is AI, and it doesn’t need to be to be worth doing. Sometimes the right answer is custom software, an off-the-shelf tool, or a better process, and a good advisor will say so.
That’s the rule our scanner follows too: when the best move for your business is plain automation rather than AI, the report says so, and tells you it’s the cheaper option.
If you’re coming at this from a more sceptical angle, not just “what is AI?” but “is any of this actually worth it?”, that’s addressed here.