MiniMax, open weights

MiniMax-M3

MiniMax-M3 by MiniMax ranks 85th of 354 ranked models on the Noometry Index as of October 2026, with a score of 43.8. Its strongest category is knowledge, where it ranks 35th. API pricing starts at $0.30 per million input tokens and $1.20 per million output tokens, with a 1M-token context window.

Last verified

Specifications

Noometry rank
#85 of 354
Index score
43.8
Evidence
Confirmed 41 results
Provider
MiniMax
Released
June 1, 2026
Weights
Open weights
Reasoning
Yes
Context window
1M
Max output
512K
Input price
$0.30 / M
Output price
$1.20 / M
Blended price
$0.52 / M
Output speed
Not measured
Value
#73 of 219
Knowledge cutoff
Unknown
Input
text, image, video

Category scores

Each category score combines every public result we have in that category.

MiniMax-M3 category scores
  1. Coding 41.8
  2. Agentic & Tool Use 22.6
  3. Reasoning 30.1
  4. Math 40.0
  5. Knowledge 58.4
  6. Multimodal 40.2
  7. Multilingual 53.0
  8. Instruction Following 75.5
  9. Long Context 44.2
  10. Writing & Preference 62.1
MiniMax-M3 category ranks
CategoryScoreRankResults
Coding41.8#1184
Agentic & Tool Use22.6#1303
Reasoning30.1#879
Math40.0#953
Knowledge58.4#352
Multimodal40.2#511
Multilingual53.0#751
Instruction Following75.5#621
Long Context44.2#721
Writing & Preference62.1#834

Strengths and weaknesses

Categories where MiniMax-M3 places highest and lowest among the models ranked in each, with its score against that category's median.

Strongest categories

MiniMax-M3: strongest categories
CategoryScorevs medianRank
Knowledge58.4+21.1#35 of 314, top 12%
Instruction Following75.5+4.2#62 of 305, top 21%
Long Context44.2+3.2#72 of 296, top 25%

Weakest categories

MiniMax-M3: weakest categories
CategoryScorevs medianRank
Agentic & Tool Use22.6−7.8#130 of 154, top 85%
Multimodal40.2+1.6#51 of 128, top 40%
Coding41.8+3.1#118 of 340, top 35%

Closest competitors

The models ranked just above and below MiniMax-M3. When scores are this close, price and speed are often the better way to choose.

Models ranked closest to MiniMax-M3
ModelRankScoreBlended $/MSpeed
Claude Sonnet 4.5#8144.1$685Compare
Chatgpt 4o Latest 20250326#8243.8—21Compare
ERNIE 5.1#8343.8——Compare
GLM-5V-Turbo#8443.8$1.90—Compare
Grok 4.3#8643.8$1.56—Compare
Qwen3 Max#8743.7$2.4048Compare
MiMo-V2-Omni#8843.6$0.18—Compare
Kimi K2.5 Instant#8943.6——Compare

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Benchmark results

Every published result we track, with its source. Bold rows are the ones used for ranking; where several exist we prefer independent runs over self-reported numbers.

Coding

MiniMax-M3 Coding benchmark results
BenchmarkScorePositionSettingSourceDate
FrontierCode14.7%#33 of 37, top 90%Epoch AI
LMArena WebDev1482#51 of 113, top 46%LMArena2026-10-08
SciCode47.1%#52 of 121, top 43%Epoch AI
LMArena Coding1469#58 of 294, top 20%LMArena2026-10-08
ALE-Bench640.02#76 of 105, top 73%Epoch AI

Agentic & Tool Use

MiniMax-M3 Agentic & Tool Use benchmark results
BenchmarkScorePositionSettingSourceDate
APEX-Agents37.7%#38 of 49, top 78%Epoch AI
OSWorld 2.04.6%#8 of 9, top 89%Epoch AI
GBAEval0.9%#16 of 23, top 70%Epoch AI
Vending-Bench 22,158#43 of 60, top 72%Epoch AI

Reasoning

MiniMax-M3 Reasoning benchmark results
BenchmarkScorePositionSettingSourceDate
SimpleBench45.8%#48 of 77, top 63%Epoch AI
NYT Connections (extended)65.1%#54 of 91, top 60%Lech Mazur benchmarks
CritPt3.7%#62 of 134, top 47%Epoch AI
Chess Puzzles14%#71 of 129, top 56%Epoch AI2026-08-10
Chess Puzzles4%noneEpoch AI2026-08-10
LMArena Hard Prompts1447#70 of 297, top 24%LMArena2026-10-08
Mystery Game Puzzles7%Epoch AI2026-08-27
Mystery Game Puzzles8%#65 of 74, top 88%noneEpoch AI2026-08-27
DTBench78.9%#78 of 151, top 52%Epoch AI
LMCA33.7%#67 of 125, top 54%Epoch AI
Surface Evolver Bench55%#13 of 25, top 52%Epoch AI
Epoch Capabilities Index146.95#66 of 213, top 31%Epoch AI2026-06-01
ForecastBench61.4#12 of 72, top 17%Epoch AI

Math

MiniMax-M3 Math benchmark results
BenchmarkScorePositionSettingSourceDate
OTIS Mock AIME 2024-202571.1%#91 of 173, top 53%Epoch AI2026-08-10
OTIS Mock AIME 2024-202526.7%noneEpoch AI2026-08-10
ProofBench18%#52 of 77, top 68%Epoch AI
LMArena Math1429#87 of 285, top 31%LMArena2026-10-08

Knowledge

MiniMax-M3 Knowledge benchmark results
BenchmarkScorePositionSettingSourceDate
GPQA Diamond90.9%#30 of 186, top 17%Epoch AI2026-08-10
GPQA Diamond81.3%noneEpoch AI2026-08-10
LMArena Expert1461#61 of 273, top 23%LMArena2026-10-08

Multimodal

MiniMax-M3 Multimodal benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Vision1253#52 of 122, top 43%LMArena2026-10-09
LMArena Document1435#27 of 38, top 72%LMArena2026-09-13

Multilingual

MiniMax-M3 Multilingual benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Non-English1420#75 of 297, top 26%LMArena2026-10-08
LMArena Chinese1463#85 of 285, top 30%LMArena2026-10-08
LMArena French1447#78 of 223, top 35%LMArena2026-10-08
LMArena German1426#70 of 231, top 31%LMArena2026-10-08
LMArena Japanese1381#77 of 211, top 37%LMArena2026-10-08
LMArena Korean1372#84 of 213, top 40%LMArena2026-10-08
LMArena Russian1428#71 of 283, top 26%LMArena2026-10-08
LMArena Spanish1432#80 of 226, top 36%LMArena2026-10-08

Instruction Following

MiniMax-M3 Instruction Following benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Instruction Following1433#58 of 298, top 20%LMArena2026-10-08

Long Context

MiniMax-M3 Long Context benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Longer Query1445#59 of 291, top 21%LMArena2026-10-08

Writing & Preference

MiniMax-M3 Writing & Preference benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Text1433#75 of 297, top 26%LMArena2026-10-08
LMArena Creative Writing1404#69 of 295, top 24%LMArena2026-10-08
EQ-Bench 41150#20 of 28, top 72%EQ-Bench
LMArena Multi-Turn1442#69 of 295, top 24%LMArena2026-10-08

API pricing by provider

MiniMax-M3 API prices
RouteInput $/MOutput $/MCached input $/MChecked
deepinfra$0.28$1.10$0.0562026-10-10
fireworks$0.30$1.20$0.062026-10-10
minimax$0.30$1.20$0.062026-10-10
openrouter$0.30$1.20$0.062026-10-10
together$0.30$1.20$0.062026-10-10

Compare MiniMax-M3

Other MiniMax models

Frequently asked questions

How good is MiniMax-M3?

MiniMax-M3 by MiniMax ranks 85th of 354 ranked models on the Noometry Index as of October 2026, with a score of 43.8. Its strongest category is knowledge, where it ranks 35th. API pricing starts at $0.30 per million input tokens and $1.20 per million output tokens, with a 1M-token context window.

How much does MiniMax-M3 cost?

MiniMax-M3 costs $0.30 per million input tokens and $1.20 per million output tokens on MiniMax's own API, with cached input at $0.06.

What is MiniMax-M3's context window?

MiniMax-M3 accepts up to 1M tokens of input and can write up to 512K tokens in one response.

Is MiniMax-M3 open source?

Yes. MiniMax-M3's weights are downloadable from Hugging Face (MiniMaxAI/Minimax-M3); check the license for commercial terms.

What are MiniMax-M3's strengths and weaknesses?

Relative to other ranked models, MiniMax-M3 places best in knowledge, instruction following, long context and lowest in agentic & tool use, multimodal, coding.

What is MiniMax-M3 best at?

Its best category is knowledge, where it ranks 35th on Noometry.