Unverified50% confidenceFactExact time
The gross margin of data center GPUs is usually above 60%, while the gross margin of consumer flagship graphics cards is often in the 30%–40% range.
1
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50%
Confidence
Long-term
Relevance
10/14/2026
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VerifiedAccording to an a16z analysis from 2024, AI-native applications typically have gross margins of only 50%–60%, with some products heavily reliant on large model APIs having gross margins below 40%, while traditional SaaS gross margins are typically above 70%–80%.78% similarUnverified单条推理通常只能占用GPU SM利用率的5%~15%,而合理的批次大小可将利用率提升至60%~90%71% similarUnverified许多推理服务的GPU利用率不足30%,通过VGPU技术可将利用率提升至70%以上67% similarUnverified业界顶级集群的MFU(模型算力利用率)通常在35%-60%之间63% similarUnverifiedPagedAttention can increase GPU memory utilization from the typical 20%–40% to near the theoretical upper limit, improving throughput by several to more than ten times compared to native HuggingFace inference.63% similar
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