MiniMax M3 428B — GB300 NVL72 vs H200 Performance per Dollar
Cost per million tokens of GB300 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 →
Only H200 has cost data at 141 tok/s/user on MiniMax M3 428B — $0.04 per million tokens. GB300 NVL72 is unmeasured at this target.
H200 costs $0.07 per million tokens at 188 tok/s/user on MiniMax M3 428B; we have no GB300 NVL72 benchmark data at this exact target.
At 235 tok/s/user on MiniMax M3 428B, H200 comes in at $0.12 per million tokens. GB300 NVL72 hasn't been benchmarked at this operating point. (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): GB300 NVL72 $2.31/chip/hr · H200 $1.22/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 | GB300 NVL72:—H200:$0.043 | GB300 NVL72:—H200:$0.072 | GB300 NVL72:—H200:$0.116 |
| Concurrency | GB300 NVL72:—H200:~11 | GB300 NVL72:—H200:~5 | GB300 NVL72:—H200:~3 |