Tomasz Tunguz (Theory Ventures) · 2025-03-02 · 459d

GPU Hardware Dominates AI Revenue: A 4x Gap Over Software and Services

Analysis of Q4 2024 revenue data across AI sectors reveals NVIDIA's GPU business generated $31B with 70%+ margins, approximately 4 times larger than combined software, infrastructure, and consulting revenue. While hyperscalers and emerging segments remain unmeasured, hardware investments significantly outpace software revenue in the current AI market landscape.

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Metrics in this report

GPU to Software Revenue Ratio

4x

approximate multiple

Hardware vs all other AI segments

Hyperscaler Datacenter Investment

250$B

minimum annual

2025 estimated capex

IBM AI Revenue: Consulting Composition

80%

Q4 2024 breakdown

Services vs software split

IBM Q4 AI Revenue

2$B

Q4 2024

Consulting and software combined

Microsoft AI Business Q4 Revenue

3.25$B

Q4 2024

Cloud infrastructure and AI services

NVIDIA Data Center Gross Margin

70%

exceeds

GPU hardware profitability

NVIDIA Q4 Data Center Revenue

31$B

Q4 2024

GPU hardware business