Unverified50% confidenceFactExact time
Without a sufficiently optimized software stack, actual GPU utilization often reaches only 30–50% of the theoretical peak.
1
Sources
50%
Confidence
Long-term
Relevance
8/8/2026
First Seen
Sources
软件优化让单张B200媲美专用推理芯片
Related Claims
Unverified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77% similarUnverified当GPU利用率低于52%时租赁不划算，高于52%时自建更优76% similarUnverifiedIn actual production environments, the average GPU utilization rate is often less than 30%.75% similarUnverifiedIn a complete AI application system, GPU inference typically accounts for only 30%–40% of total compute, with the remaining 60%–70% of the compute load borne by the CPU.73% 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%72% similar
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