GLM 5.3 744B · Performance per Dollar

GLM 5.3 744B — H200 vs TPU7x Performance per Dollar

Cost per million tokens of H200 (NVIDIA Hopper) versus TPU7x (Google Ironwood) on GLM 5.3 744B. 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: $0.12 per million tokens. TPU7x: $0.04. Both at 122 tok/s/user on GLM 5.3 744B, with TPU7x 195% cheaper.

Around the middle of the 110–159 tok/s/user interactivity band — at 134 tok/s/user — H200 runs $0.15 per million tokens on GLM 5.3 744B while TPU7x runs $0.04. TPU7x is the cheaper choice by 236%.

On GLM 5.3 744B at 147 tok/s/user, the per-million math comes out to $0.22 for H200 and $0.05 for TPU7x; TPU7x delivers 369% more 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 + throughput comparison →

GLM 5.3 744B: 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.

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)
Dollar per Million Tokens	H200:$0.122TPU7x:$0.041	H200:$0.147TPU7x:$0.044	H200:$0.219TPU7x:$0.047
Concurrency	H200:~12TPU7x:~8	H200:~9TPU7x:~7	H200:~5TPU7x:~6