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 →

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.