Head-to-head AI inference benchmark comparison of H100 (NVIDIA Hopper) 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
H100 / H200 on DeepSeek V4.1 Flash 552B at 118 tok/s/user: 15557 / 20870 tok/s/chip, $0.02 / $0.02 per million tokens. H200 is 29% cheaper per token; H200 delivers 34% more tok/s/chip.
Around the middle of the 60β294 tok/s/user interactivity band, at 177 tok/s/user on DeepSeek V4.1 Flash 552B: H100 runs 7702 tok/s/chip at $0.04/M tokens, H200 runs 11068 at $0.03/M. H200 is 38% cheaper per token; H200 delivers 44% more tok/s/chip.
Setting 235 tok/s/user as the target on DeepSeek V4.1 Flash 552B, H100 produces 4479 tok/s/chip ($0.07 per million tokens) and H200 produces 5920 ($0.06). H200 is 27% cheaper per token; H200 delivers 32% more tok/s/chip. (Numbers reflect the default agentic-traces Β· fp4 selection for this URL β table and chart below update if you change sequence, precision, or model in the controls.)
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Throughput (tok/s/chip) | H100:15556.5H200:20870.3 | H100:7702.4H200:11068.4 | H100:4478.8H200:5920.0 |
| Cost ($/M tok) | H100:$0.021H200:$0.016 | H100:$0.042H200:$0.031 | H100:$0.073H200:$0.057 |
| tok/s/MW | H100:11355124H200:15233814 | H100:5622168H200:8079091 | H100:3269195H200:4321203 |
| Concurrency | H100:~19H200:~11 | H100:~9H200:~6 | H100:~5H200:~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.
