GLM 5.3 744B — MI325X vs MI355X Performance per Dollar
Cost per million tokens of MI325X (AMD CDNA 3) versus MI355X (AMD CDNA 4) on GLM 5.3 744B. Large-hyperscaler-volume ownership TCO normalized by total 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.
AgentX replays real coding-agent sessions rather than fixed-length prompts, so context grows turn over turn and most of each request is served from cache instead of being recomputed. That turns the comparison into a systems question: KV transfer between nodes, prefix-aware routing, and cache capacity all move the curve alongside raw chip throughput. Fixed-sequence workloads stay the clean baseline for kernel and silicon performance, so the two scenarios answer different questions about the same hardware. Learn more about AgentX →
Push GLM 5.3 744B to 37 tok/s/user and MI325X lands at $0.28 per million tokens against MI355X's $0.05 — MI355X pulls ahead by 512%.
MI325X: $0.30 per million tokens. MI355X: $0.05. Both at 48 tok/s/user on GLM 5.3 744B, with MI355X 549% cheaper.
Toward the upper edge of the 27–69 tok/s/user interactivity band — at 59 tok/s/user — MI325X runs $0.31 per million tokens on GLM 5.3 744B while MI355X runs $0.05. MI355X is the cheaper choice by 565%. (Numbers reflect the default agentic-traces · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)
Chip pricing (owning hyperscaler): MI325X $1.10/chip/hr · MI355X $1.50/chip/hr. Source: SemiAnalysis Market July 2026 Pricing Surveys & AI Cloud TCO Model.
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Dollar per Million Tokens | MI325X:$0.279MI355X:$0.046 | MI325X:$0.300MI355X:$0.046 | MI325X:$0.313MI355X:$0.047 |
| Concurrency | MI325X:~2MI355X:~15 | MI325X:~1MI355X:~14 | MI325X:~1MI355X:~13 |
Inference Performance
Agentic inference metrics from the AgentX scenario and fixed-sequence inference metrics across models, hardware configurations, and serving parameters.
No data available
No measurements to plot for this selection. Review the benchmark controls above or adjust quick filters.