MiniMax M3 428B · Performance per dollar
MiniMax M3 428B — GB200 NVL72 vs H200 performance per dollar
Cost per million tokens of GB200 NVL72 (NVIDIA Blackwell) versus H200 (NVIDIA Hopper) on MiniMax M3 428B. 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 →
H200 costs $0.043 per million tokens at 141 tok/s/user on MiniMax M3 428B; we have no GB200 NVL72 benchmark data at this exact target.
At 188 tok/s/user on MiniMax M3 428B, H200 comes in at $0.072 per million tokens. GB200 NVL72 hasn't been benchmarked at this operating point.
Only H200 has cost data at 235 tok/s/user on MiniMax M3 428B — $0.12 per million tokens. GB200 NVL72 is unmeasured at this target. (Numbers reflect the default agentic-traces · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)
Chip pricing (owning hyperscaler): GB200 NVL72 $1.86/chip/hr · H200 $1.22/chip/hr. Source: SemiAnalysis Market July 2026 Pricing Surveys & AI Cloud TCO Model.
Interpolated from real benchmark data. Edit target interactivity values below to compare at different operating points.
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Dollars per million tokens | GB200 NVL72—H200$0.043 | GB200 NVL72—H200$0.072 | GB200 NVL72—H200$0.12 |
| Concurrency | GB200 NVL72—H200~11 | GB200 NVL72—H200~5 | GB200 NVL72—H200~3 |
