Ramp：AI 支出前 1% 企业超三分之一预算投向 GPU 算力
Ramp’s top 1% of AI spenders send more than a third of their AI budgets to raw GPU compute.
Ramp 数据显示，AI 支出最高的 1% 企业中，超过三分之一的 AI 预算用于直接购买 GPU 算力。Ramp 将 LLM 订阅、编码智能体订阅和 API token 计为 LLM 支出，而 GPU 算力指为硬件容量本身付费，即重度用户租用 GPU 来训练、微调或自托管模型，而非仅调用 API。
查看原帖随你怎么解读，但排名前1%的企业在AI上的支出中，已有超过三分之一流向了算力 https://t.co/BBi7MoMX0w
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Interpret this how you will, but more than a third of AI spend by the top 1% of firms is already going to compute https://t.co/BBi7MoMX0w
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Ramp’s top 1% of AI spenders send more than a third of their AI budgets to raw GPU compute.
Ramp counts LLM subscriptions, coding agent subscriptions, API tokens as LLM spend r
while GPU compute covers paying for the hardware capacity itself (i.e. heavy users rent GPUs to train, tune or host their own models, not just call APIs.)