GLM 5/5.1 · GPU comparison

GLM 5/5.1 — GB200 NVL72 vs MI325X

Head-to-head AI inference benchmark comparison of GB200 NVL72 (NVIDIA Blackwell) and MI325X (AMD CDNA 3) on GLM 5/5.1. Latency, throughput, and cost across LLM workloads. Use the chart controls below to switch sequences, precisions, and metrics — same interactions as the main inference chart.

Setting 29 tok/s/user as the target on GLM 5/5.1, GB200 NVL72 produces 4567 tok/s/GPU ($0.13 per million tokens) and MI325X produces 119 ($3.00). GB200 NVL72 is 2131% cheaper per token; GB200 NVL72 delivers 3754% more tok/s/GPU.

At 29 tok/s/user interactivity on GLM 5/5.1, GB200 NVL72 delivers 4567 tok/s/GPU at $0.13 per million tokens; MI325X delivers 119 tok/s/GPU at $3.00. GB200 NVL72 is 2131% cheaper per token; GB200 NVL72 delivers 3754% more tok/s/GPU at this point.

GB200 NVL72 posts 4567 tok/s/GPU for $0.13 per million tokens at 29 tok/s/user on GLM 5/5.1; MI325X posts 119 tok/s/GPU for $3.00. GB200 NVL72 is 2131% cheaper per token; GB200 NVL72 delivers 3754% more tok/s/GPU. (Numbers reflect the default 8k/1k · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)

View performance-per-dollar view →

Interpolated from real benchmark data. Edit target interactivity values below to compare at different operating points.
Metric
Interactivity (tok/s/user)
Interactivity (tok/s/user)
Interactivity (tok/s/user)
Throughput (tok/s/gpu)
GB200 NVL72:4566.8MI325X:118.5
GB200 NVL72:4566.8MI325X:118.5
GB200 NVL72:4566.8MI325X:118.5
Cost ($/M tok)
GB200 NVL72:$0.134MI325X:$3.000
GB200 NVL72:$0.134MI325X:$3.000
GB200 NVL72:$0.134MI325X:$3.000
tok/s/MW
GB200 NVL72:2174650MI325X:54361
GB200 NVL72:2174650MI325X:54361
GB200 NVL72:2174650MI325X:54361
Concurrency
GB200 NVL72:~2490MI325X:~4
GB200 NVL72:~2490MI325X:~4
GB200 NVL72:~2490MI325X:~4

Inference Performance

Inference performance metrics across different models, hardware configurations, and serving parameters.

Vendor:
Aggregation:
Spec Decoding: