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NOTES

Written when we measure something worth writing down. Every figure here comes from the same engine the tools run on.

TokenizersPricingMeasurement

Did the new tokenizer fix multilingual AI costs? We measured it.

o200k_base was supposed to close the gap for non-English text. Running both tokenizers over a parallel corpus in 25 languages shows it closed most of it for some languages and almost none for others — and reshuffled which languages are now the most expensive.

July 21, 20267 min read
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Neutralizing cost leakage and establishing structural AI efficiency. The world's most precise LLM cost auditor.

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