Model comparison

MiniMax-M2 vs Nova 2.0 Pro Preview

MiniMax-M2 is the stronger model overall, scoring 36.9 to 32.8 on the Noometry Index.

Last verified . 0 shared benchmarks.

MiniMax-M2 MiniMax

36.9

Rank #201 Confirmed

Nova 2.0 Pro Preview Amazon

32.8

Rank #241 Reported

Summary

  • The widest gap is in agentic & tool use, where MiniMax-M2 leads 24.9 to 21.9.
  • MiniMax-M2 has downloadable open weights; the other is API-only.

Side by side

MiniMax-M2 and Nova 2.0 Pro Preview specifications
MiniMax-M2Nova 2.0 Pro Preview
ProviderMiniMaxAmazon
Noometry Index36.932.8
Released2025-10-272025-12-02
WeightsOpenProprietary
Context window205K—
Max output131K—
Input $ / M tokens$0.30—
Output $ / M tokens$1.20—
Results tracked213

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Category by category

Coding Nova 2.0 Pro Preview leads

MiniMax-M2: 39.1 (#151), Nova 2.0 Pro Preview: 40.2 (#130)

Coding benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
SWE-bench Verified (bash only)61%—
LMArena WebDev1297—
SciCode—42.7%
LMArena Coding1370—

Agentic & Tool Use MiniMax-M2 leads

MiniMax-M2: 24.9 (#102), Nova 2.0 Pro Preview: 21.9 (#127)

Agentic & Tool Use benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
Terminal-Bench30%—
GDP.pdf—2%
Vending-Bench 2160.6—

Reasoning Nova 2.0 Pro Preview leads

MiniMax-M2: 18.6 (#256), Nova 2.0 Pro Preview: 21.7 (#189)

Reasoning benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
Kagi LLM Benchmark57.8%—
NYT Connections (extended)14.8%—
CritPt—0%
LMArena Hard Prompts1357—

Math Not comparable

MiniMax-M2: 34.6 (#158), Nova 2.0 Pro Preview: —

Math benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Math1350—

Knowledge Not comparable

MiniMax-M2: 36.3 (#160), Nova 2.0 Pro Preview: —

Knowledge benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Expert1336—

Multilingual Not comparable

MiniMax-M2: 45.6 (#165), Nova 2.0 Pro Preview: —

Multilingual benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Non-English1314—
LMArena Chinese1367—
LMArena French1336—
LMArena German1366—
LMArena Russian1332—
LMArena Spanish1326—

Instruction Following Not comparable

MiniMax-M2: 70.4 (#160), Nova 2.0 Pro Preview: —

Instruction Following benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Instruction Following1329—

Long Context Not comparable

MiniMax-M2: 40.5 (#148), Nova 2.0 Pro Preview: —

Long Context benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Longer Query1332—

Writing & Preference Not comparable

MiniMax-M2: 53.3 (#157), Nova 2.0 Pro Preview: —

Writing & Preference benchmarks
BenchmarkMiniMax-M2Nova 2.0 Pro Preview
LMArena Text1340—
LMArena Creative Writing1288—
LMArena Multi-Turn1362—

Frequently asked questions

Is MiniMax-M2 better than Nova 2.0 Pro Preview?

MiniMax-M2 is the stronger model overall, scoring 36.9 to 32.8 on the Noometry Index.

Is MiniMax-M2 or Nova 2.0 Pro Preview better for coding?

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.2 versus 39.1 in the Noometry coding category.

How many benchmarks do MiniMax-M2 and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. MiniMax-M2 has 21 scored results on Noometry and Nova 2.0 Pro Preview has 3.

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