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[ARTICLE · art-21881] src=xcancel.com pub= topic=large-language-models verified=true sentiment=· neutral

"80% of the economic value of LLMs come from 20% of the tokens"

A new analysis finds that 80% of the economic value generated by large language models comes from just 20% of the tokens used. OpenAI CEO Sam Altman noted that AI budgeting has become a "huge issue" for some companies, a concern that "never came up" earlier this year. The findings suggest a long tail of token usage can be curtailed without significant productivity loss.

read1 min publishedJun 4, 2026

80% of the economic value of LLMs come from 20% of the tokens. There is a long tail of dubious token usage that can be greatly curtailed without much negative impact on productivity.

Sam Altman said AI budgeting has recently become a "huge issue" for some companies, something that "never came up" earlier this year.

bit.ly/4uxIGnvLast edited Jun 4, 2026 · 11:35 AM UTC 18

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source & further reading
xcancel.com — original article Claude Opus 4.8 Max responding to an empty message SpaceX has almost finished writing v1.0 of an in-house AI training stack in C BambuStudio has been violating PrusaSlicer AGPL license since their fork
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