Muse Spark Open 816B — H200 vs TPU7x Performance per Dollar
Cost per million tokens of H200 (NVIDIA Hopper) versus TPU7x (Google Ironwood) on Muse Spark Open 816B. 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 →
Near the low end of the 95–188 tok/s/user interactivity band — at 118 tok/s/user — H200 runs $0.07 per million tokens on Muse Spark Open 816B while TPU7x runs $0.01. TPU7x is the cheaper choice by 505%.
On Muse Spark Open 816B at 142 tok/s/user, the per-million math comes out to $0.10 for H200 and $0.01 for TPU7x; TPU7x delivers 648% more total tokens per dollar.
At 165 tok/s/user on Muse Spark Open 816B, H200 costs $0.17 per million tokens; TPU7x costs $0.02. TPU7x is 985% more cost-efficient at this operating point. (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): H200 $1.22/chip/hr · TPU7x $1.03/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 | H200:$0.075TPU7x:$0.012 | H200:$0.104TPU7x:$0.014 | H200:$0.166TPU7x:$0.015 |
| Concurrency | H200:~6TPU7x:~19 | H200:~4TPU7x:~16 | H200:~2TPU7x:~13 |