DeepSeek V4.1 Flash 552B — H200 vs MI355X Performance per Dollar
Cost per million tokens of H200 (NVIDIA Hopper) versus MI355X (AMD CDNA 4) on DeepSeek V4.1 Flash 552B. 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 19 tok/s/user on DeepSeek V4.1 Flash 552B, H200 costs $0.02 per million tokens; MI355X costs $0.04. H200 is 150% more cost-efficient at this operating point.
H200 edges MI355X at 24 tok/s/user on DeepSeek V4.1 Flash 552B — $0.02 per million tokens versus $0.06, a 237% cost-per-token gap.
Push DeepSeek V4.1 Flash 552B to 30 tok/s/user and H200 lands at $0.02 per million tokens against MI355X's $0.12 — H200 pulls ahead by 550%. (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): H200 $1.22/chip/hr · MI355X $1.50/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 | H200:$0.018MI355X:$0.044 | H200:$0.018MI355X:$0.060 | H200:$0.018MI355X:$0.116 |
| Concurrency | H200:~55MI355X:~17 | H200:~46MI355X:~10 | H200:~36MI355X:~5 |
Inference Performance
Agentic inference metrics from the AgentX scenario and fixed-sequence inference metrics across models, hardware configurations, and serving parameters.
No data available
No measurements to plot for this selection. Review the benchmark controls above or adjust quick filters.