Model comparison

Kimi K2 (Jul 2025) vs Mistral Medium 3.1

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 31.9 on the Noometry Index.

Last verified . 1 shared benchmarks.

Kimi K2 (Jul 2025) Moonshot AI

41.2

Rank #140 Confirmed

Mistral Medium 3.1 Mistral AI

31.9

Rank #266 Reported

Summary

  • They share 1 benchmark with published results for both. Kimi K2 (Jul 2025) scores higher in 2 categories and Mistral Medium 3.1 in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Kimi K2 (Jul 2025) leads 23.3 to 10.6.
  • Mistral Medium 3.1 is cheaper at $0.40 / $2 per million input/output tokens, against $0.57 / $2.30 for Kimi K2 (Jul 2025).
  • Kimi K2 (Jul 2025) accepts more context: 262K tokens versus 131K.
  • Kimi K2 (Jul 2025) has downloadable open weights; the other is API-only.

Side by side

Kimi K2 (Jul 2025) and Mistral Medium 3.1 specifications
Kimi K2 (Jul 2025)Mistral Medium 3.1
ProviderMoonshot AIMistral AI
Noometry Index41.231.9
Released2025-07-12—
WeightsOpenProprietary
Context window262K131K
Max output262K105K
Input $ / M tokens$0.57$0.40
Output $ / M tokens$2.30$2
Results tracked423

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Category by category

Coding Not comparable

Kimi K2 (Jul 2025): 42.4 (#102), Mistral Medium 3.1: —

Coding benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
SWE-bench Verified (bash only)63.4%—
Aider Polyglot59.1%—
GSO4.9%—
WeirdML42.8%—
LMArena Coding1399—
ALE-Bench597.5—

Agentic & Tool Use Not comparable

Kimi K2 (Jul 2025): 32.4 (#64), Mistral Medium 3.1: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
Terminal-Bench35.7%—
Berkeley Function Calling Leaderboard59.1%—
METR Time Horizons59.2%—

Reasoning Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 23.3 (#179), Mistral Medium 3.1: 10.6 (#341)

Reasoning benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
SimpleBench26.3%—
Kagi LLM Benchmark64.4%—
NYT Connections (extended)—6.5%
Thematic Generalization—20.3%
LMArena Hard Prompts1384—
Epoch Capabilities Index146.01—
ForecastBench60.2—

Math Not comparable

Kimi K2 (Jul 2025): 42.7 (#83), Mistral Medium 3.1: —

Math benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
Omni-MATH65.4%—
LMArena Math1397—
FrontierMath (Feb 2025 set)21.4%—
FrontierMath Tier 4 (v1)0%—

Knowledge Not comparable

Kimi K2 (Jul 2025): 37.3 (#157), Mistral Medium 3.1: —

Knowledge benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
MMLU-Pro81.9%—
Confabulations20.4%—
Vectara Hallucination Rate17.9%—
GPQA (HELM)65.3%—
LMArena Expert1365—

Multilingual Not comparable

Kimi K2 (Jul 2025): 49.6 (#130), Mistral Medium 3.1: —

Multilingual benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
LMArena Non-English1372—
LMArena Chinese1415—
LMArena French1379—
LMArena German1387—
LMArena Japanese1349—
LMArena Korean1325—
LMArena Russian1385—
LMArena Spanish1386—

Instruction Following Not comparable

Kimi K2 (Jul 2025): 71.1 (#156), Mistral Medium 3.1: —

Instruction Following benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
IFEval85%—
LMArena Instruction Following1348—

Long Context Not comparable

Kimi K2 (Jul 2025): 41.2 (#145), Mistral Medium 3.1: —

Long Context benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
Fiction.LiveBench66.7%—
CL-bench17.6%—
LMArena Longer Query1353—

Writing & Preference Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 62.3 (#78), Mistral Medium 3.1: 55.5 (#145)

Writing & Preference benchmarks
BenchmarkKimi K2 (Jul 2025)Mistral Medium 3.1
EQ-Bench Creative Writing16661476
LMArena Text1380—
LMArena Creative Writing1350—
Short-Story Creative Writing85.6%—
WildBench86.2%—
LMArena Multi-Turn1371—

Frequently asked questions

Is Kimi K2 (Jul 2025) better than Mistral Medium 3.1?

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 31.9 on the Noometry Index.

Which is cheaper, Kimi K2 (Jul 2025) or Mistral Medium 3.1?

Mistral Medium 3.1 is cheaper. It lists at $0.40 per million input tokens and $2 per million output tokens; Kimi K2 (Jul 2025) lists at $0.57 and $2.30.

Which has the bigger context window?

Kimi K2 (Jul 2025) does, with 262K tokens against 131K.

How many benchmarks do Kimi K2 (Jul 2025) and Mistral Medium 3.1 share?

1 benchmark has published results for both models. Kimi K2 (Jul 2025) has 42 scored results on Noometry and Mistral Medium 3.1 has 3.

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