GLM 5.2 · Performance per Dollar
GLM 5.2 — H200 vs MI355X Performance per Dollar
Cost per million tokens of H200 (NVIDIA Hopper) versus MI355X (AMD CDNA 4) on GLM 5.2. Owning-hyperscaler TCO normalized by output 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.
Chip pricing (owning hyperscaler): H200 $1.22/chip/hr · MI355X $1.50/chip/hr. Source: SemiAnalysis Market July 2026 Pricing Surveys & AI Cloud TCO Model.
No interpolated cost-per-token data available for the default model on this chip pair. Use the chart controls below to select a model and precision with benchmark data for both chips.
Inference Performance
Inference performance metrics across different models, hardware configurations, and serving parameters.
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Spec Decoding: