Qwen 3.5 397B-A17B · Performance per dollar

Qwen 3.5 397B-A17B — GB300 NVL72 vs MI300X performance per dollar

Cost per million tokens of GB300 NVL72 (NVIDIA Blackwell) versus MI300X (AMD CDNA 3) on Qwen 3.5 397B-A17B. 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 →

Push Qwen 3.5 397B-A17B to 148 tok/s/user and GB300 NVL72 lands at $0.011 per million tokens against MI300X's $0.37 — GB300 NVL72 pulls ahead by 3217%.

GB300 NVL72: $0.026 per million tokens. MI300X: $0.37. Both at 292 tok/s/user on Qwen 3.5 397B-A17B, with GB300 NVL72 1313% cheaper.

Toward the upper edge of the 4–581 tok/s/user interactivity band — at 437 tok/s/user — GB300 NVL72 runs $0.046 per million tokens on Qwen 3.5 397B-A17B while MI300X runs $0.37. GB300 NVL72 is the cheaper choice by 697%. (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 and throughput comparison →

Qwen 3.5 397B-A17B: 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)
Dollars per million tokens
GB300 NVL72$0.011MI300X$0.370
GB300 NVL72$0.026MI300X$0.370
GB300 NVL72$0.046MI300X$0.370
Concurrency
GB300 NVL72~358MI300X~4
GB300 NVL72~111MI300X~4
GB300 NVL72~53MI300X~4