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MiniMax · released 2026-10-19

MiniMax M3.1

Measured on 83 benchmarks.

29.1

#30 of 68 models · best at max

Strengths

  • MiniMax M3.1
  • Gemini 4 Carbon (#1)
  • Field median
bestField medianFrontierCode 2.0-…Terminal-Bench v4…AA-Briefcase v1.1AutomationBench-AATerminal-Bench-Sc…HLE-DiamondCritPt v2 Hard Su…AA-Omniscience v1…AA-Omniscience v1…GDP.pdf
  1. FrontierCode 2.0-AA15%20.8%#30 of 68
  2. Terminal-Bench v4-AA10%25.8%#29 of 68
  3. AA-Briefcase v1.115%1476#28 of 68
  4. AutomationBench-AA5%72.5%#4 of 68
  5. Terminal-Bench-Science-AA15%3.3%#39 of 68
  6. HLE-Diamond10%28.1%#22 of 68
  7. CritPt v2 Hard Subset10%32.5%#31 of 68
  8. AA-Omniscience v1.1 Accuracy10%45.1%#18 of 68
  9. AA-Omniscience v1.1 Non-hallucination5%6.3%#67 of 68
  10. GDP.pdf5%20.8%#25 of 68

Bars show where MiniMax M3.1 sits among the 68 ranked models on each benchmark (right is best); the tick is the field median.

Cost and speed

against 68 ranked models

Cost per task

#34 cheapest of 50

$0.49at max

Time per task

#31 quickest of 49

19 minat max

Output speed

#17 fastest of 60

124 tok/sat max

Time to first token

#9 quickest of 60

1.7sat max

Output tokens per task

#45 fewest of 53

138kat max

Time per task: Artificial Analysis · computed, not timed: output tokens per Intelligence Index task divided by output speed, without tool time. Method changed Nov 4, 2026.

Token price

$0.021 per 1M tokens at API prices

97.0% cache read · 2.50% fresh input · 0.00% cache write · 0.50% output

Assumed mix: no measured T3 Code usage for this model.

This ranking’s benchmarks

10 of 10 measured

agentic

AutomationBench-AA

245 results
  1. #5max of 24572.5%

Leader: Gemini 4 Carbon · 77.8%

agentic

AA-Briefcase v1.1

250 results
  1. #51max of 2501476

Leader: Sonnet 5.5 · 1813

reasoning

CritPt v2 Hard Subset

116 results
  1. #62max of 11632.5%

Leader: GPT-6 Astra · 72.0%

coding

FrontierCode 2.0-AA

113 results
  1. #55max of 11320.8%

Leader: Opus 5.5 · 46.4%

economics

GDP.pdf

243 results
  1. #72max of 24320.8%

Leader: Muse Wonder Full · 32.6%

reasoning

HLE-Diamond

153 results
  1. #48max of 15328.1%

Leader: Gemini 4 Carbon · 69.1%

knowledge

AA-Omniscience v1.1 Accuracy

123 results
  1. #45max of 12345.1%

Leader: Fable 5.1 · 68.4%

knowledge

AA-Omniscience v1.1 Non-hallucination

123 results
  1. #120max of 1236.3%

Leader: Gemini 4 Carbon · 95.8%

reasoning

Terminal-Bench-Science-AA

126 results
  1. #79max of 1263.3%

Leader: Gemini 4 Carbon · 64.8%

coding

Terminal-Bench v4-AA

241 results
  1. #66max of 24125.8%

Leader: Kimi K3.1 · 67.2%

All 83 benchmarks

show 73 more