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What is the Jevons paradox?

The Jevons paradox says that using a resource more efficiently can raise its total consumption instead of lowering it. It happens when use grows more than the savings: if something goes further and gets cheaper, people use it for many more things. William Stanley Jevons described it in 1865, with coal.

⚙️More efficient🏷️Gets cheaper📈Used far more🔥Total use may rise

Put it to the test

A question from the app. Pick an answer.

Each request now costs half, and you now make four times as many. Your monthly bill?

Play the full lesson: Costs in practice

Coal in 1865

Intuition says that if you learn to do the same work with less coal, you will burn less coal. In 1865 Jevons warned the opposite could happen: if using coal pays off more, it makes sense to use it in more places, and total consumption goes up.

The condition: increased use must outweigh the savings

It is not a law that always holds. If you do the same work with less of a resource and use does not grow, you consume less. Salt costing half as much does not make you put twice as much on your food: you use the same salt and spend less.

The paradox occurs when improved efficiency drives enough extra use for total resource consumption to exceed its previous level.

What it has to do with AI

The same can happen with AI. If each request to a model costs less, it becomes reasonable to use it for things that were not worth it before: checking every ticket, every message, every form. The cost per request goes down, but total use and total spending can go up. Can, not must.

The practical lesson: when you lower the cost per request, watch the volume too. A tiny rate times millions of requests stops being tiny.

Why Jev is called that

Diogo Almeida, CEO of TypeSafe AI, said on X that Jev is named after the Jevons paradox. The bet behind the name: that cheaper intelligence will be used far more. It is a bet, not a guarantee.