Qwen 3.8 Flash Next 176B-A6B · Performance per dollar
Qwen 3.8 Flash Next 176B-A6B — H200 vs TPU7x performance per dollar
Cost per million tokens of H200 (NVIDIA Hopper) versus TPU7x (Google Ironwood) 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 →
H200: $0.014 per million tokens. TPU7x: $0.009. Both at 109 tok/s/user on Qwen 3.8 Flash Next 176B-A6B, with TPU7x 35% cheaper.
Around the middle of the 70–225 tok/s/user interactivity band — at 148 tok/s/user — H200 runs $0.028 per million tokens on Qwen 3.8 Flash Next 176B-A6B while TPU7x runs $0.012. TPU7x is the cheaper choice by 56%.
On Qwen 3.8 Flash Next 176B-A6B at 187 tok/s/user, the per-million math comes out to $0.049 for H200 and $0.016 for TPU7x; TPU7x delivers 3.1× the total tokens per dollar. (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): H200 $1.22/chip/hr · TPU7x $1.03/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 | H200$0.014TPU7x$0.009 | H200$0.028TPU7x$0.012 | H200$0.049TPU7x$0.016 |
| Concurrency | H200~9TPU7x~22 | H200~8TPU7x~15 | H200~1TPU7x~12 |
