Muse Spark Open 816B — H200 vs TPU7x
Head-to-head AI inference benchmark comparison of H200 (NVIDIA Hopper) and TPU7x (Google Ironwood) on Muse Spark Open 816B. Latency, throughput, and cost across LLM workloads. 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 →
Setting 118 tok/s/user as the target on Muse Spark Open 816B, H200 produces 4535 tok/s/chip ($0.07 per million tokens) and TPU7x produces 23165 ($0.01). TPU7x is 505% cheaper per token; TPU7x delivers 411% more tok/s/chip.
At 142 tok/s/user interactivity on Muse Spark Open 816B, H200 delivers 3274 tok/s/chip at $0.10 per million tokens; TPU7x delivers 20674 tok/s/chip at $0.01. TPU7x is 648% cheaper per token; TPU7x delivers 531% more tok/s/chip at this point.
H200 posts 2043 tok/s/chip for $0.17 per million tokens at 165 tok/s/user on Muse Spark Open 816B; TPU7x posts 18720 tok/s/chip for $0.02. TPU7x is 985% cheaper per token; TPU7x delivers 816% more tok/s/chip. (Numbers reflect the default agentic-traces · fp4 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)
| Metric | Interactivity (tok/s/user) | Interactivity (tok/s/user) | Interactivity (tok/s/user) |
|---|---|---|---|
| Throughput (tok/s/chip) | H200:4534.7TPU7x:23165.0 | H200:3273.9TPU7x:20674.0 | H200:2042.9TPU7x:18719.7 |
| Cost ($/M tok) | H200:$0.075TPU7x:$0.012 | H200:$0.104TPU7x:$0.014 | H200:$0.166TPU7x:$0.015 |
| tok/s/MW | H200:3309985TPU7x:19192228 | H200:2389709TPU7x:17128451 | H200:1491144TPU7x:15509294 |
| Concurrency | H200:~6TPU7x:~19 | H200:~4TPU7x:~16 | H200:~2TPU7x:~13 |