MiniMax M3 428B · Performance per Dollar

MiniMax M3 428B — GB300 NVL72 vs MI300X Performance per Dollar

Cost per million tokens of GB300 NVL72 (NVIDIA Blackwell) versus MI300X (AMD CDNA 3) 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 →

MI300X costs $0.06 per million tokens at 53 tok/s/user on MiniMax M3 428B; we have no GB300 NVL72 benchmark data at this exact target.

At 79 tok/s/user on MiniMax M3 428B, MI300X comes in at $0.08 per million tokens. GB300 NVL72 hasn't been benchmarked at this operating point.

Only MI300X has cost data at 104 tok/s/user on MiniMax M3 428B — $0.10 per million tokens. GB300 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): GB300 NVL72 $2.31/chip/hr · MI300X $0.95/chip/hr. Source: SemiAnalysis Market July 2026 Pricing Surveys & AI Cloud TCO Model.

View full latency + throughput comparison →

MiniMax M3 428B: GB300 NVL72 versus MI300X cost per million tokens at matched interactivity levels
GB300 NVL72 versus MI300X cost per million tokens for this comparison's canonical default workload. Lower cost indicates better performance per dollar.
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)
Dollar per Million Tokens
GB300 NVL72:—MI300X:$0.062
GB300 NVL72:—MI300X:$0.077
GB300 NVL72:—MI300X:$0.105
Concurrency
GB300 NVL72:—MI300X:~8
GB300 NVL72:—MI300X:~6
GB300 NVL72:—MI300X:~4