GLM 5.2 · Performance per Dollar
GLM 5.2 — B200 vs MI325X Performance per Dollar
Cost per million tokens of B200 (NVIDIA Blackwell) 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.
Chip pricing (owning hyperscaler): B200 $1.73/chip/hr · MI325X $1.10/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: