MiniMax M3.1 Flash 428B · Performance per dollar
MiniMax M3.1 Flash 428B — GB300 NVL72 vs Vera Rubin NVL72 performance per dollar
Cost per million tokens of GB300 NVL72 (NVIDIA Blackwell) versus Vera Rubin NVL72 (NVIDIA Vera Rubin) on MiniMax M3.1 Flash 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 →
At 446 tok/s/user on MiniMax M3.1 Flash 428B, GB300 NVL72 costs $0.047 per million tokens; Vera Rubin NVL72 costs $0.007. Vera Rubin NVL72 delivers 7.1× the tokens per dollar at this operating point.
Vera Rubin NVL72 edges GB300 NVL72 at 517 tok/s/user on MiniMax M3.1 Flash 428B — $0.012 per million tokens versus $0.071, a 83% lower cost per token.
Push MiniMax M3.1 Flash 428B to 587 tok/s/user and GB300 NVL72 lands at $0.074 per million tokens against Vera Rubin NVL72's $0.015 — Vera Rubin NVL72 costs 79% less. (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): GB300 NVL72 $2.31/chip/hr · Vera Rubin NVL72 $3.61/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 | GB300 NVL72$0.047Vera Rubin NVL72$0.007 | GB300 NVL72$0.071Vera Rubin NVL72$0.012 | GB300 NVL72$0.074Vera Rubin NVL72$0.015 |
| Concurrency | GB300 NVL72~6Vera Rubin NVL72~200 | GB300 NVL72~4Vera Rubin NVL72~121 | GB300 NVL72~2Vera Rubin NVL72~74 |
