Head-to-head AI inference benchmark comparison of B200 (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
Near the low end of the 51β294 tok/s/user interactivity band, at 112 tok/s/user on DeepSeek V4.1 Flash 552B: B200 runs 332340 tok/s/chip at $0.00/M tokens, H200 runs 22212 at $0.02/M. B200 is 955% cheaper per token; B200 delivers 1396% more tok/s/chip.
Setting 172 tok/s/user as the target on DeepSeek V4.1 Flash 552B, B200 produces 183305 tok/s/chip ($0.00 per million tokens) and H200 produces 11363 ($0.03). B200 is 1038% cheaper per token; B200 delivers 1513% more tok/s/chip.
At 233 tok/s/user interactivity on DeepSeek V4.1 Flash 552B, B200 delivers 122380 tok/s/chip at $0.00 per million tokens; H200 delivers 6281 tok/s/chip at $0.05. B200 is 1274% cheaper per token; B200 delivers 1848% more tok/s/chip at this point. (Numbers reflect the default agentic-traces Β· fp4 selection for this URL β table and chart below update if you change sequence, precision, or model in the controls.)
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Throughput (tok/s/chip) | B200:332339.6H200:22211.6 | B200:183305.0H200:11363.4 | B200:122380.5H200:6281.2 |
| Cost ($/M tok) | B200:$0.001H200:$0.015 | B200:$0.003H200:$0.030 | B200:$0.004H200:$0.054 |
| tok/s/MW | B200:194350639H200:16212844 | B200:107195909H200:8294442 | B200:71567544H200:4584824 |
| Concurrency | B200:~239H200:~12 | B200:~123H200:~7 | B200:~66H200:~3 |
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.
