BenchLeader

MiniMax-M2

Best configuration ranks #182 of 610 on the BenchLeader Index at 55.1 ±3.1. Last measured 8 Sept 2026. Released 27 Oct 2025.

Blended price
$0.525/M
$0.300 in · $1.20 out
Output speed
88 tok/s
First answer
25 s
first token 0.93 s
Context
205k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index55
  2. Reasoning55
  3. Coding51
  4. Agents & tools50
  5. Maths52
  6. Knowledge52
  7. Instruction following70
  8. Human preference56
  9. Long context60
  10. Composite55

Benchmark results

One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Agents & tools

Maths

BenchmarkdefaultSourceTrend
AIME (Vals)77.9%#49Vals AI
MGSM87.8%#54Vals AI

Knowledge

BenchmarkdefaultSourceTrend
AA-Omniscience-32.9#224Artificial Analysis
MMLU-Pro87.0%#35Vals AI
LegalBench75.5%#105Vals AI
CorpFin58.9%#79Vals AI
TaxEval66.3%#109Vals AI
MedQA91.2%#41Vals AI

Instruction following

BenchmarkdefaultSourceTrend
IFBench72.3%#49Artificial Analysis

Human preference

BenchmarkdefaultSourceTrend
LMArena Text1384#148LMArena

Long context

BenchmarkdefaultSourceTrend
AA-LCR67.7%#181Artificial Analysis

Composite

BenchmarkdefaultSourceTrend
AA Intelligence Index20.9#164Artificial Analysis

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
Google Vertex122 tok/s0.45 s$0.300$1.20197k
NovitaAI57 tok/s1.28 s$0.300$1.20205kfp8
MiniMax56 tok/s0.93 s$0.255$1.02205kfp8

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache at $0.030 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0005$0.000428.2 s
Summarise a 30-page report12,000 / 600$0.0043$0.001931.6 s
Code edit6,000 / 1,500$0.0036$0.002441.8 s
Agentic coding session60,000 / 4,000$0.023$0.0111.2 min
Structured extraction2,000 / 200$0.0008$0.000427.1 s

See also

Data as of 9 Sept 2026. Compare with another model.