GLM 5.2 · Performance per Dollar
GLM 5.2 — H200 vs MI325X Performance per Dollar
Cost per million tokens of H200 (NVIDIA Hopper) versus MI325X (AMD CDNA 3) 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.
GPU pricing (owning hyperscaler): H200 $1.41/GPU/hr · MI325X $1.28/GPU/hr. Source: SemiAnalysis Market August 2025 Pricing Surveys & AI Cloud TCO Model.
No interpolated cost-per-token data available for the default model on this GPU pair. Use the chart controls below to select a model and precision with benchmark data for both GPUs.
Inference Performance
Inference performance metrics across different models, hardware configurations, and serving parameters.
Vendor:
Aggregation:
Spec Decoding: