Model comparison

MiniMax-M2 vs Sonar

Sonar is the stronger model overall, scoring 38.5 to 37.4 on the Noometry Index. MiniMax-M2 costs 1.9× less per token, which makes it the better buy when Sonar's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

MiniMax-M2 MiniMax

37.4

Rank #204 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • The widest gap is in math, where MiniMax-M2 leads 37.3 to 33.7.
  • MiniMax-M2 is cheaper at $0.30 / $1.20 per million input/output tokens, against $1 / $1 for Sonar.
  • MiniMax-M2 accepts more context: 205K tokens versus 128K.
  • MiniMax-M2 has downloadable open weights; the other is API-only.

Side by side

MiniMax-M2 and Sonar specifications
MiniMax-M2Sonar
ProviderMiniMaxPerplexity
Noometry Index37.438.5
Released2025-10-272024-01-01
WeightsOpenProprietary
Context window205K128K
Max output131K4K
Input $ / M tokens$0.30$1
Output $ / M tokens$1.20$1
Results tracked217

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Category by category

Coding MiniMax-M2 leads

MiniMax-M2: 39.3 (#159), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkMiniMax-M2Sonar
SWE-bench Verified (bash only)61%—
LMArena WebDev1297—
LiveBench Coding—35.1%
LMArena Coding1370—

Agentic & Tool Use Not comparable

MiniMax-M2: 25.1 (#109), Sonar: —

Agentic & Tool Use benchmarks
BenchmarkMiniMax-M2Sonar
Terminal-Bench30%—
Vending-Bench 2160.6—

Reasoning Sonar leads

MiniMax-M2: 19.4 (#258), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkMiniMax-M2Sonar
Kagi LLM Benchmark57.8%—
NYT Connections (extended)14.8%—
LiveBench Reasoning—46.3%
LMArena Hard Prompts1357—
LiveBench Data Analysis—37.9%
LiveBench—46.9%

Math MiniMax-M2 leads

MiniMax-M2: 37.3 (#160), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkMiniMax-M2Sonar
LiveBench Math—41.6%
LMArena Math1352—

Knowledge Not comparable

MiniMax-M2: 37.0 (#163), Sonar: —

Knowledge benchmarks
BenchmarkMiniMax-M2Sonar
LMArena Expert1337—

Multilingual Not comparable

MiniMax-M2: 45.3 (#171), Sonar: —

Multilingual benchmarks
BenchmarkMiniMax-M2Sonar
LMArena Non-English1313—
LMArena Chinese1366—
LMArena French1335—
LMArena German1355—
LMArena Russian1331—
LMArena Spanish1326—

Instruction Following Sonar leads

MiniMax-M2: 70.2 (#166), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkMiniMax-M2Sonar
LiveBench Instruction Following—76.2%
LMArena Instruction Following1328—

Long Context Not comparable

MiniMax-M2: 40.5 (#153), Sonar: —

Long Context benchmarks
BenchmarkMiniMax-M2Sonar
LMArena Longer Query1331—

Writing & Preference Too close to call

MiniMax-M2: 53.0 (#162), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkMiniMax-M2Sonar
LMArena Text1340—
LMArena Creative Writing1286—
LMArena Multi-Turn1361—
LiveBench Language—44.1%

Frequently asked questions

Is MiniMax-M2 better than Sonar?

Sonar is the stronger model overall, scoring 38.5 to 37.4 on the Noometry Index. MiniMax-M2 costs 1.9× less per token, which makes it the better buy when Sonar's lead doesn't matter for your workload.

Which is cheaper, MiniMax-M2 or Sonar?

MiniMax-M2 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Sonar lists at $1 and $1.

Is MiniMax-M2 or Sonar better for coding?

MiniMax-M2 scores higher on coding benchmarks: 39.3 versus 35.7 in the Noometry coding category.

Which has the bigger context window?

MiniMax-M2 does, with 205K tokens against 128K.

How many benchmarks do MiniMax-M2 and Sonar share?

0 benchmarks have published results for both models. MiniMax-M2 has 21 scored results on Noometry and Sonar has 7.

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