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.

View full latency and throughput comparison →

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
Qwen 3.8 Flash Next 176B-A6B: H200 versus TPU7x cost per million tokens at matched interactivity levels
H200 versus TPU7x cost per million tokens for this comparison's canonical default workload. Lower cost indicates better performance per dollar.
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