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How AI works · the AI that came before

Generative AI vs the older kind

30-second gist~30s read

When most people say AI in 2026, they mean generative AI — systems that produce text, images, audio, or video. The chatbots are the visible part.

But AI has been quietly running other things for years: Netflix recommendations, your bank's fraud detector, your inbox's spam filter, the queue at the airport. Those are AI too — just narrower, older, less talkative kinds.

If you want more

The two families, in plain words~30s
  • Generative AI creates new content from a prompt: text, images, code, audio, video. The newest, the loudest, the one driving the news.
  • Predictive / classifying AI takes information and outputs a decision: "is this transaction fraud?", "is this email spam?", "how likely is this customer to leave?". Older, quieter, and absolutely everywhere.
Why this distinction matters~30s

When the news talks about "AI" without specifying which kind, you can usually work it out from the context. A story about a chatbot saying something wild is generative; a story about a hiring algorithm being unfair is predictive. The two raise different questions, and the same fix doesn't always work.