What is AI, really?

Tell AI apart from ordinary software, and spot the AI you already use every day.

5 min readLast fact-checked: Oct 3, 2026Sources ↓

The short answer

AI (artificial intelligence) is computer software that learns from examples, so it can do jobs that used to need a person’s judgment: recognizing a voice, spotting junk email, predicting traffic, or writing a reply.

You don’t need to understand the math to use it, just like you don’t need to understand engines to drive a car.

How is AI different from ordinary software?

Think of two cooks.

  • The first cook follows a recipe exactly. Step 1, step 2, step 3. If something isn’t in the recipe, they’re stuck. That’s ordinary software: a calculator, for example, follows exact rules that people wrote, so 2 + 2 is always 4.
  • The second cook has tasted thousands of dishes. Give them ingredients they’ve never seen together, and they can make a good guess at what will work. That’s AI: it learns patterns from lots of examples, then uses them on new things.
1People gather lots of examples
2AI learns the patterns in them
3It meets something new
4It makes its best guess
A best guess can be wrong. That's why we always check what matters.

International experts put it this way: the OECD (an international organization of governments) defines an AI system as one that, from the information it receives, works out how to produce predictions, content, recommendations or decisions. [1][2] In plain English: it takes something in, and works out a useful guess, suggestion or answer.

You already use AI every day

AI isn’t only chatbots. Chances are you’ve used it today without noticing:

  • Your email’s spam folder. Google says its AI-powered tools stop more than 99.9% of spam, phishing and malware from reaching Gmail inboxes, blocking nearly 15 billion unwanted emails every day. [4]
  • Arrival times in your map app. Google Maps combines past traffic patterns with live conditions and uses machine learning to predict how long your trip will take. [3]
  • “Hey Siri” on an iPhone. The phone uses a type of AI called a neural network to recognize those two words when you say them. [5]
  • Chatbots like ChatGPT, Claude, Gemini and Copilot. These are the newest kind of AI, and the next lesson explains them.

AI isn’t new

The name “artificial intelligence” goes back to a summer research project at Dartmouth College in 1956, where a small group of scientists met to explore whether machines could be made to learn. [6] What’s new is how powerful, and how easy to use, AI has become in the last few years.

Watch out

AI works by making best guesses, so it can be wrong, sometimes while sounding very sure. Treat it like a helpful assistant, not a final authority. Double-check anything important, like health, money or legal questions, with a trusted source.

Try it yourself

No sign-up needed. Open your email and look in the Spam (or Junk) folder.

Every message in there was sorted automatically, without anyone reading it. If you use Gmail, that sorting is done with AI. Have a look: did it catch the right ones?

You've got this
  • AI is software that learns from examples, instead of only following fixed rules.
  • You already use it: spam filters, map arrival times, voice assistants.
  • It makes best guesses, so check anything important.
Next in this path · Lesson 2What is an AI chatbot, really?Keep going
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Sources

  1. OECD — Updated definition of an AI system (Nov 2023)— accessed Oct 3, 2026
  2. NIST Computer Security Resource Center — Glossary: artificial intelligence— accessed Oct 3, 2026
  3. Google — Google Maps 101: How AI helps predict traffic and determine routes (Sep 2020)— accessed Oct 3, 2026
  4. Google — Our fight against fraud: 5 ways we're keeping you safer (May 2026)— accessed Oct 3, 2026
  5. Apple Machine Learning Research — Hey Siri: An On-device DNN-powered Voice Trigger— accessed Oct 3, 2026
  6. Dartmouth College — Artificial Intelligence Coined at Dartmouth— accessed Oct 3, 2026

What changed

Oct 3, 2026: First published. Gmail spam figure updated to Google's May 2026 numbers.