Head-to-head AI inference benchmark comparison of H200 (NVIDIA Hopper) and MI355X (AMD CDNA 4) 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
H200 / MI355X on DeepSeek V4.1 Flash 552B at 89 tok/s/user: 18300 / 107132 tok/s/chip, $0.02 / $0.00 per million tokens. MI355X is 376% cheaper per token; MI355X delivers 485% more tok/s/chip.
Around the middle of the 12β320 tok/s/user interactivity band, at 166 tok/s/user on DeepSeek V4.1 Flash 552B: H200 runs 10342 tok/s/chip at $0.03/M tokens, MI355X runs 59466 at $0.01/M. MI355X is 368% cheaper per token; MI355X delivers 475% more tok/s/chip.
Setting 243 tok/s/user as the target on DeepSeek V4.1 Flash 552B, H200 produces 5424 tok/s/chip ($0.06 per million tokens) and MI355X produces 32580 ($0.01). MI355X is 389% cheaper per token; MI355X delivers 501% more tok/s/chip. (Numbers reflect the default agentic-traces Β· fp4 selection for this URL β table and chart below update if you change sequence, precision, or model in the controls.)
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Throughput (tok/s/chip) | H200:18299.7MI355X:107132.3 | H200:10342.0MI355X:59465.6 | H200:5424.2MI355X:32580.1 |
| Cost ($/M tok) | H200:$0.019MI355X:$0.004 | H200:$0.033MI355X:$0.007 | H200:$0.062MI355X:$0.013 |
| tok/s/MW | H200:13357422MI355X:51259483 | H200:7548878MI355X:28452430 | H200:3959303MI355X:15588573 |
| Concurrency | H200:~12MI355X:~32 | H200:~6MI355X:~32 | H200:~2MI355X:~8 |
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.
