Model comparison

Kimi K2.5 vs Mistral Medium 3.1

Kimi K2.5 is the stronger model overall, scoring 48.1 to 31.9 on the Noometry Index.

Last verified . 3 shared benchmarks.

Kimi K2.5 Moonshot AI

48.1

Rank #57 Confirmed

Mistral Medium 3.1 Mistral AI

31.9

Rank #266 Reported

Summary

  • They share 3 benchmarks with published results for both. Kimi K2.5 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 K2.5 leads 31.2 to 10.6.
  • The biggest single-benchmark swing is NYT Connections (extended): 69.9% for Kimi K2.5 and 6.5% for Mistral Medium 3.1.
  • Mistral Medium 3.1 is cheaper at $0.40 / $2 per million input/output tokens, against $0.45 / $2.25 for Kimi K2.5.
  • Kimi K2.5 accepts more context: 262K tokens versus 131K.
  • Kimi K2.5 has downloadable open weights; the other is API-only.

Side by side

Kimi K2.5 and Mistral Medium 3.1 specifications
Kimi K2.5Mistral Medium 3.1
ProviderMoonshot AIMistral AI
Noometry Index48.131.9
Released2026-01-27—
WeightsOpenProprietary
Context window262K131K
Max output262K105K
Input $ / M tokens$0.45$0.40
Output $ / M tokens$2.25$2
Results tracked513

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Category by category

Coding Not comparable

Kimi K2.5: 48.8 (#53), Mistral Medium 3.1: —

Coding benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
SWE-bench Verified73.8%—
SWE-bench Verified (bash only)70.8%—
LMArena WebDev1437—
SWE-bench Multilingual67.3%—
SciCode49%—
WeirdML45.6%—
LMArena Coding1474—
ALE-Bench821.65—

Agentic & Tool Use Not comparable

Kimi K2.5: 34.2 (#48), Mistral Medium 3.1: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
Terminal-Bench43.2%—
OSWorld63.3%—
Vending-Bench 21,198—

Reasoning Kimi K2.5 leads

Kimi K2.5: 31.2 (#80), Mistral Medium 3.1: 10.6 (#341)

Reasoning benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
NYT Connections (extended)69.9%6.5%
Thematic Generalization69.4%20.3%
ARC-AGI-211.8%—
SimpleBench46.8%—
Kagi LLM Benchmark78.5%—
ARC-AGI-165.3%—
CritPt3.1%—
Chess Puzzles12%—
EnigmaEval3.4%—
LMArena Hard Prompts1453—
Epoch Capabilities Index148.03—

Math Not comparable

Kimi K2.5: 51.8 (#53), Mistral Medium 3.1: —

Math benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
MathArena Final-Answer Competitions62.3%—
OTIS Mock AIME 2024-202592.2%—
LMArena Math1470—
FrontierMath (Feb 2025 set)27.9%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Not comparable

Kimi K2.5: 53.6 (#56), Mistral Medium 3.1: —

Knowledge benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
GPQA Diamond87.6%—
Humanity's Last Exam24.4%—
SimpleQA Verified34.3%—
Vectara Hallucination Rate14.2%—
LMArena Expert1466—

Multimodal Not comparable

Kimi K2.5: 41.1 (#39), Mistral Medium 3.1: —

Multimodal benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
LMArena Vision1269—
LMArena Document1430—

Multilingual Not comparable

Kimi K2.5: 53.9 (#53), Mistral Medium 3.1: —

Multilingual benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
LMArena Non-English1433—
LMArena Chinese1495—
LMArena French1454—
LMArena German1441—
LMArena Japanese1421—
LMArena Korean1410—
LMArena Russian1435—
LMArena Spanish1450—

Instruction Following Not comparable

Kimi K2.5: 75.3 (#64), Mistral Medium 3.1: —

Instruction Following benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
LMArena Instruction Following1431—

Long Context Not comparable

Kimi K2.5: 52.1 (#7), Mistral Medium 3.1: —

Long Context benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
Fiction.LiveBench86.1%—
CL-bench19.3%—
CL-bench Life13.2%—
LMArena Longer Query1445—

Writing & Preference Kimi K2.5 leads

Kimi K2.5: 65.1 (#53), Mistral Medium 3.1: 55.5 (#145)

Writing & Preference benchmarks
BenchmarkKimi K2.5Mistral Medium 3.1
EQ-Bench Creative Writing15791476
LMArena Text1445—
LMArena Creative Writing1423—
LMArena Multi-Turn1444—

Frequently asked questions

Is Kimi K2.5 better than Mistral Medium 3.1?

Kimi K2.5 is the stronger model overall, scoring 48.1 to 31.9 on the Noometry Index.

Which is cheaper, Kimi K2.5 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 K2.5 lists at $0.45 and $2.25.

Which has the bigger context window?

Kimi K2.5 does, with 262K tokens against 131K.

How many benchmarks do Kimi K2.5 and Mistral Medium 3.1 share?

3 benchmarks have published results for both models. Kimi K2.5 has 51 scored results on Noometry and Mistral Medium 3.1 has 3.

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