GLM 5/5.1 · Performance per Dollar

GLM 5/5.1 — MI325X vs MI355X Performance per Dollar

Cost per million tokens of MI325X (AMD CDNA 3) versus MI355X (AMD CDNA 4) on GLM 5/5.1. Owning-hyperscaler TCO normalized by output tokens — performance per dollar across LLM workloads. Pick the more cost-efficient SKU at every target interactivity level. Use the chart controls below to switch sequences, precisions, and metrics — same interactions as the main inference chart.

MI355X edges MI325X at 21 tok/s/user on GLM 5/5.1 — $0.41 per million tokens versus $2.08, a 414% cost-per-token gap.

Push GLM 5/5.1 to 26 tok/s/user and MI325X lands at $3.53 per million tokens against MI355X's $0.42 — MI355X pulls ahead by 734%.

MI325X: $5.71 per million tokens. MI355X: $0.43. Both at 30 tok/s/user on GLM 5/5.1, with MI355X 1213% cheaper. (Numbers reflect the default 1k/1k · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)

GPU pricing (owning hyperscaler): MI325X $1.28/GPU/hr · MI355X $1.48/GPU/hr. Source: SemiAnalysis Market August 2025 Pricing Surveys & AI Cloud TCO Model.

View full latency + throughput comparison →

GLM 5/5.1: MI325X versus MI355X cost per million tokens at matched interactivity levels
MI325X versus MI355X cost per million tokens for this comparison's canonical default workload. Lower cost indicates better performance per dollar.
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)
Dollar per Million Tokens
MI325X:$2.081MI355X:$0.405
MI325X:$3.534MI355X:$0.424
MI325X:$5.710MI355X:$0.435
Concurrency
MI325X:~34MI355X:~128
MI325X:~16MI355X:~128
MI325X:~9MI355X:~128

Inference Performance

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