DeepSeekv4 Pro 0813 1.6T — MI325X vs Vera Rubin NVL72 Performance per Dollar
Cost per million tokens of MI325X (AMD CDNA 3) versus Vera Rubin NVL72 (NVIDIA Vera Rubin) on DeepSeekv4 Pro 0813 1.6T. 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 →
At 133 tok/s/user on DeepSeekv4 Pro 0813 1.6T, Vera Rubin NVL72 comes in at $0.00 per million tokens. MI325X hasn't been benchmarked at this operating point.
Only Vera Rubin NVL72 has cost data at 192 tok/s/user on DeepSeekv4 Pro 0813 1.6T — $0.01 per million tokens. MI325X is unmeasured at this target.
Vera Rubin NVL72 costs $0.25 per million tokens at 251 tok/s/user on DeepSeekv4 Pro 0813 1.6T; we have no MI325X benchmark data at this exact target. (Numbers reflect the default agentic-traces · fp4 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 · Vera Rubin NVL72 $3.61/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:—Vera Rubin NVL72:$0.004 | MI325X:—Vera Rubin NVL72:$0.008 | MI325X:—Vera Rubin NVL72:$0.253 |
| Concurrency | MI325X:—Vera Rubin NVL72:~2699 | MI325X:—Vera Rubin NVL72:~1037 | MI325X:—Vera Rubin NVL72:~17 |
Inference Performance
Agentic inference metrics from the AgentX scenario and fixed-sequence inference metrics across models, hardware configurations, and serving parameters.