The lead
Google's TPU v7 delivers 1.85x more tokens per dollar than NVIDIA.
Wren Calloway·The Daily
NVIDIA's hardware moat is evaporating. Google is forcing the incumbent to rely on software tricks just to stay competitive.
Google's TPU v7 is officially outperforming NVIDIA's GB300 by 1.85 times on tokens per dollar in an FP8 comparison. This is a direct hit to the core of NVIDIA's pricing power, striking right at the metric that matters most to production AI: inference cost. For years, the market accepted that NVIDIA's premium pricing was justified by unmatched performance. Google has just shattered that consensus by delivering nearly twice the token efficiency per dollar.
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