OpenRouter served 5.2T tokens in a day—back-of-envelope math questions where all the GPUs go

teortaxesTex · x · 2026-10-29

Dev shoucccc reports OpenRouter served 5.2T tokens yesterday, while he handled 1.8T (1/3 of that volume) on just 64x B300 and 64x M890P GPUs, asking where all GPUs actually go.

teortaxesTex does the math: a trillion tokens is a small number—DeepSeek serves 155T/day on roughly 2600 GB200s, i.e. 16 GPUs per trillion daily tokens. Depending on how you count B300s and M890Ps, performance may be similar. The implication: inference at scale needs fewer GPUs than the stockpiles suggest, raising the question of what all those GPUs are actually being used for.

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