Top 1% of AI spenders direct over a third of AI budgets to raw GPU compute, Ramp data shows

rohanpaul_ai · x · 2026-10-26

Ramp's AI Index data shows the top 1% of businesses by AI spend direct more than a third of their AI budgets to raw GPU compute rather than LLM subscriptions.

Ramp counts LLM subscriptions, coding agent subscriptions, and API tokens as LLM spend, while GPU compute covers paying for hardware capacity itself — heavy users rent GPUs to train, fine-tune, or host their own models, not just call APIs.

The accompanying chart shows GPU compute's share hovering around 25%-56% from January 2025 through 2026, with LLM spend at roughly 24%-55%, indicating a remarkably steady compute commitment among the heaviest AI buyers.

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