GPU rankings
MiniMax M2.5/M2.7

Fastest GPU for MiniMax M2.7

GB300 NVL72 leads at 13,707 tokens/s per GPU, 10% ahead of GB200 NVL72.

Measured on a single-turn chat workload (8k input / 1k output) at a matched interactivity target of 50 tokens/s per user. Hardware without a measurement at this operating point is not ranked.

Fastest GPU for MiniMax M2.7: live benchmark ranking
RankGPUTokens/s per GPU$ / 1M tokensPrecisionEngine
1GB300 NVL7213,707$0.047fp4Dynamo vLLM
2GB200 NVL7212,515$0.041fp4Dynamo vLLM
3B30012,253$0.051fp4vLLM
4B20011,606$0.041fp4vLLM
5MI355X7,692$0.054fp4vLLM

Optimizing for cost instead of speed? See the cheapest GPU for MiniMax M2.7

Methodology

Every number on this page is a measurement, not a spec-sheet estimate. The InferenceX fleet serves MiniMax M2.7 on real hardware with community serving engines, sweeping concurrency to trace each platform's throughput-versus-interactivity frontier.

Platforms are then read at the same operating point (50 tokens/s per user) so the comparison is iso-interactivity: a GPU cannot win by quoting throughput at an unusably slow per-user speed. Cost converts measured throughput to $ per million total tokens using $/GPU/hr rates from the SemiAnalysis AI Cloud TCO model.

The derivation is shared with the InferenceX overview leaderboard, and results re-run continuously, so this ranking updates as new engine releases and configs land.

Frequently asked questions

What is the fastest GPU for MiniMax M2.7 inference?
As of the latest benchmark runs, GB300 NVL72 leads at 13,707 tokens/s per GPU on a single-turn chat workload (8k input / 1k output), measured at a matched interactivity target of 50 tokens/s per user.
How is "fastest" measured?
Every platform is read at the same interactivity tier (50 tokens/s per user) on a single-turn chat workload (8k input / 1k output), then ranked by measured throughput per GPU. This is the same derivation the InferenceX overview leaderboard renders, so the ranking can never disagree with the dashboard.
How often is this ranking updated?
Benchmarks re-run continuously on the InferenceX cluster fleet; the newest result feeding this ranking landed on 2026-06-13. The page always renders the latest data.

Explore the data