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AI tokenmaxxing fails as productivity strategy, says Jellyfish

Business Insider·Alistair Barr·26 days ago
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Consuming too much AI can be a bad idea. New data on 'tokenmaxxing' reveals a better approach. Consuming too much is sometimes not good. Burger consumption is shown above. AI token consumption is discussed below. USA TODAY Network via Reuters Connect Heavy AI token consumption yields limited returns, Jellyfish found in a recent study. Jellyfish data shows top AI users consume 10 times as much, and output only doubles. Jellyfish AI head Nicholas Arcolano advises balanced AI use for productivity. The tech industry is entering a new phase of AI spending discipline , and the latest data from Jellyfish suggests the winners are not the biggest token burners. In a recent study, engineering intelligence company Jellyfish said the top 10% of Claude Code users consumed about 10 times as many AI tokens as the median developer, but produced only about twice the output. AI tokens are small chunks of text that AI models break words and inputs into to process them.…

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