Qwen 3.8 Flash Next 176B-A6B — B200 vs B300 Performance per Dollar
Cost per million tokens of B200 (NVIDIA Blackwell) versus B300 (NVIDIA Blackwell) on Qwen 3.8 Flash Next 176B-A6B. 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 →
Cost-per-million is essentially even between B200 ($0.01) and B300 ($0.01) at 85 tok/s/user on Qwen 3.8 Flash Next 176B-A6B.
B200: $0.01 per million tokens. B300: $0.01. Both at 117 tok/s/user on Qwen 3.8 Flash Next 176B-A6B, with B200 13% cheaper.
Toward the upper edge of the 53–182 tok/s/user interactivity band — at 150 tok/s/user — B200 runs $0.01 per million tokens on Qwen 3.8 Flash Next 176B-A6B while B300 runs $0.01. B200 is the cheaper choice by 8%. (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): B200 $1.73/chip/hr · B300 $2.26/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 | B200:$0.008B300:$0.008 | B200:$0.009B300:$0.011 | B200:$0.012B300:$0.013 |
| Concurrency | B200:~14B300:~16 | B200:~11B300:~12 | B200:~8B300:~9 |
Inference Performance
Agentic inference metrics from the AgentX scenario and fixed-sequence inference metrics across models, hardware configurations, and serving parameters.
No data available
No measurements to plot for this selection. Review the benchmark controls above or adjust quick filters.