MiniMax M2.5/M2.7 · Chip comparison

MiniMax M2.5/M2.7 — GB200 NVL72 vs H200

Head-to-head AI inference benchmark comparison of GB200 NVL72 (NVIDIA Blackwell) and H200 (NVIDIA Hopper) on MiniMax M2.5/M2.7. Latency, throughput, and cost across LLM workloads. Use the chart controls below to switch sequences, precisions, and metrics — same interactions as the main inference chart.

GB200 NVL72 posts 3623 tok/s/chip for $0.14 per million tokens at 52 tok/s/user on MiniMax M2.5/M2.7; H200 posts 1095 tok/s/chip for $0.32. GB200 NVL72 is 123% cheaper per token; GB200 NVL72 delivers 231% more tok/s/chip.

Throughput at 80 tok/s/user on MiniMax M2.5/M2.7: GB200 NVL72 hits 1276 tok/s/chip, H200 hits 541. Per-million costs land at $0.42 and $0.58 respectively. GB200 NVL72 is 39% cheaper per token; GB200 NVL72 delivers 136% more tok/s/chip.

GB200 NVL72 / H200 on MiniMax M2.5/M2.7 at 107 tok/s/user: 667 / 303 tok/s/chip, $0.78 / $1.11 per million tokens. GB200 NVL72 is 42% cheaper per token; GB200 NVL72 delivers 120% more tok/s/chip. (Numbers reflect the default 1k/1k · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)

View performance-per-dollar view →

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)
Throughput (tok/s/chip)
GB200 NVL72:3622.7H200:1095.1
GB200 NVL72:1276.4H200:540.6
GB200 NVL72:667.3H200:303.3
Cost ($/M tok)
GB200 NVL72:$0.142H200:$0.317
GB200 NVL72:$0.419H200:$0.582
GB200 NVL72:$0.778H200:$1.108
tok/s/MW
GB200 NVL72:1937257H200:799362
GB200 NVL72:682586H200:394579
GB200 NVL72:356853H200:221394
Concurrency
GB200 NVL72:~489H200:~42
GB200 NVL72:~64H200:~15
GB200 NVL72:~32H200:~6

Inference Performance

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

Vendor:
Deployment:
Spec Decoding:
GB200 NVL72 vs H200: MiniMax M2.7 Inference Benchmark | InferenceX