DeepSeek V4.1 Flash 552B — H100 vs MI355X Performance per Dollar
Cost per million tokens of H100 (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 →
On DeepSeek V4.1 Flash 552B at 79 tok/s/user, the per-million math comes out to $0.08 for H100 and $0.27 for MI355X; H100 delivers 223% more total tokens per dollar.
At 144 tok/s/user on DeepSeek V4.1 Flash 552B, H100 costs $0.08 per million tokens; MI355X costs $0.27. H100 is 223% more cost-efficient at this operating point.
H100 edges MI355X at 210 tok/s/user on DeepSeek V4.1 Flash 552B — $0.09 per million tokens versus $0.27, a 215% cost-per-token gap. (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): H100 $1.17/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 | H100:$0.085MI355X:$0.275 | H100:$0.085MI355X:$0.275 | H100:$0.087MI355X:$0.275 |
| Concurrency | H100:~4MI355X:~1 | H100:~4MI355X:~1 | H100:~4MI355X:~1 |
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.