Head-to-head AI inference benchmark comparison of GB200 NVL72 (NVIDIA Blackwell) and H200 (NVIDIA Hopper) on DeepSeek V4.1 Flash 552B. Latency, throughput, and cost across LLM workloads. Use the chart controls below to switch sequences, precisions, and metrics β 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 β
At 136 tok/s/user interactivity on DeepSeek V4.1 Flash 552B, GB200 NVL72 delivers 171542 tok/s/chip at $0.00 per million tokens; H200 delivers 16378 tok/s/chip at $0.02. GB200 NVL72 is 587% cheaper per token; GB200 NVL72 delivers 947% more tok/s/chip at this point.
GB200 NVL72 posts 105612 tok/s/chip for $0.00 per million tokens at 189 tok/s/user on DeepSeek V4.1 Flash 552B; H200 posts 10489 tok/s/chip for $0.03. GB200 NVL72 is 560% cheaper per token; GB200 NVL72 delivers 907% more tok/s/chip.
Throughput at 241 tok/s/user on DeepSeek V4.1 Flash 552B: GB200 NVL72 hits 60300 tok/s/chip, H200 hits 5361. Per-million costs land at $0.01 and $0.06 respectively. GB200 NVL72 is 638% cheaper per token; GB200 NVL72 delivers 1025% more tok/s/chip. (Numbers reflect the default agentic-traces Β· fp4 selection for this URL β table and chart below update if you change sequence, precision, or model in the controls.)
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Throughput (tok/s/chip) | GB200 NVL72:171542.4H200:16377.7 | GB200 NVL72:105612.0H200:10488.8 | GB200 NVL72:60300.3H200:5360.9 |
| Cost ($/M tok) | GB200 NVL72:$0.003H200:$0.021 | GB200 NVL72:$0.005H200:$0.032 | GB200 NVL72:$0.009H200:$0.063 |
| tok/s/MW | GB200 NVL72:91733905H200:11954546 | GB200 NVL72:56477017H200:7656069 | GB200 NVL72:32246174H200:3913061 |
| Concurrency | GB200 NVL72:~122H200:~9 | GB200 NVL72:~57H200:~6 | GB200 NVL72:~32H200:~2 |
Agentic inference metrics from the AgentX scenario and fixed-sequence inference metrics across models, hardware configurations, and serving parameters.
No measurements to plot for this selection. Review the benchmark controls above or adjust quick filters.
