GLM 5/5.1 · Performance per Dollar

GLM 5/5.1 — B300 vs GB200 NVL72 Performance per Dollar

Cost per million tokens of B300 (NVIDIA Blackwell) versus GB200 NVL72 (NVIDIA Blackwell) on GLM 5/5.1. 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.

B300: $0.28 per million tokens. GB200 NVL72: $0.09. Both at 66 tok/s/user on GLM 5/5.1, with GB200 NVL72 196% cheaper.

Around the middle of the 40–147 tok/s/user interactivity band — at 93 tok/s/user — B300 runs $0.39 per million tokens on GLM 5/5.1 while GB200 NVL72 runs $0.31. GB200 NVL72 is the cheaper choice by 27%.

On GLM 5/5.1 at 120 tok/s/user, the per-million math comes out to $0.52 for B300 and $0.54 for GB200 NVL72; B300 delivers 4% more output per dollar. (Numbers reflect the default 8k/1k · fp4 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)

GPU pricing (owning hyperscaler): B300 $2.34/GPU/hr · GB200 NVL72 $2.21/GPU/hr. Source: SemiAnalysis Market August 2025 Pricing Surveys & AI Cloud TCO Model.

View full latency + throughput comparison →

GLM 5/5.1: B300 versus GB200 NVL72 cost per million tokens at matched interactivity levels
B300 versus GB200 NVL72 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
B300:$0.280GB200 NVL72:$0.094
B300:$0.393GB200 NVL72:$0.309
B300:$0.518GB200 NVL72:$0.540
Concurrency
B300:~17GB200 NVL72:~838
B300:~9GB200 NVL72:~82
B300:~4GB200 NVL72:~67

Inference Performance

Inference performance metrics across different models, hardware configurations, and serving parameters.

Vendor:
Aggregation:
Spec Decoding: