Model comparison

Kimi K3 vs Mistral Medium 3.1

Kimi K3 is the stronger model overall, scoring 59.5 to 31.9 on the Noometry Index. Mistral Medium 3.1 costs 7.5× less per token, which makes it the better buy when Kimi K3's lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Kimi K3 Moonshot AI

59.5

Rank #15 Confirmed

Mistral Medium 3.1 Mistral AI

31.9

Rank #266 Reported

Summary

  • They share 2 benchmarks with published results for both. Kimi K3 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 K3 leads 63.0 to 10.6.
  • The biggest single-benchmark swing is NYT Connections (extended): 93.6% for Kimi K3 and 6.5% for Mistral Medium 3.1.
  • Mistral Medium 3.1 is cheaper at $0.40 / $2 per million input/output tokens, against $3 / $15 for Kimi K3.
  • Kimi K3 accepts more context: 1.05M tokens versus 131K.
  • Kimi K3 has downloadable open weights; the other is API-only.

Side by side

Kimi K3 and Mistral Medium 3.1 specifications
Kimi K3Mistral Medium 3.1
ProviderMoonshot AIMistral AI
Noometry Index59.531.9
Released2026-07-16—
WeightsOpenProprietary
Context window1.05M131K
Max output1.05M105K
Input $ / M tokens$3$0.40
Output $ / M tokens$15$2
Results tracked533

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Category by category

Coding Not comparable

Kimi K3: 61.0 (#10), Mistral Medium 3.1: —

Coding benchmarks
BenchmarkKimi K3Mistral Medium 3.1
DeepSWE68.5%—
FrontierCode44.2%—
LMArena WebDev1654—
FrontierSWE25.9%—
SciCode59.5%—
WeirdML82.6%—
LMArena Coding1508—
ALE-Bench1,524—

Agentic & Tool Use Not comparable

Kimi K3: 41.8 (#20), Mistral Medium 3.1: —

Agentic & Tool Use benchmarks
BenchmarkKimi K3Mistral Medium 3.1
APEX-Agents50.6%—
τ²-bench Banking37.1%—
PostTrainBench32%—
GBAEval48.3%—
GDP.pdf19%—
Vending-Bench 25,165—

Reasoning Kimi K3 leads

Kimi K3: 63.0 (#17), Mistral Medium 3.1: 10.6 (#341)

Reasoning benchmarks
BenchmarkKimi K3Mistral Medium 3.1
NYT Connections (extended)93.6%6.5%
ARC-AGI-260.4%—
SimpleBench60.7%—
ARC-AGI-194.5%—
CritPt23.4%—
Chess Puzzles39%—
Thematic Generalization—20.3%
LMArena Hard Prompts1496—
Mystery Game Puzzles26%—
DTBench91.2%—
LMCA52.7%—
Surface Evolver Bench95%—
Epoch Capabilities Index157.45—
ForecastBench61.1—

Math Not comparable

Kimi K3: 74.2 (#16), Mistral Medium 3.1: —

Math benchmarks
BenchmarkKimi K3Mistral Medium 3.1
FrontierMath (Tiers 1-3)72.2%—
FrontierMath Tier 439%—
MathArena Final-Answer Competitions87.8%—
OTIS Mock AIME 2024-202597.2%—
ProofBench87%—
LMArena Math1491—

Knowledge Not comparable

Kimi K3: 63.2 (#21), Mistral Medium 3.1: —

Knowledge benchmarks
BenchmarkKimi K3Mistral Medium 3.1
GPQA Diamond93.1%—
SimpleQA Verified50.6%—
LMArena Expert1521—

Multimodal Not comparable

Kimi K3: 37.8 (#70), Mistral Medium 3.1: —

Multimodal benchmarks
BenchmarkKimi K3Mistral Medium 3.1
Blueprint-Bench 229.5%—
Furniture Assembly34.2%—

Multilingual Not comparable

Kimi K3: 56.3 (#21), Mistral Medium 3.1: —

Multilingual benchmarks
BenchmarkKimi K3Mistral Medium 3.1
LMArena Non-English1466—
LMArena Chinese1529—
LMArena French1491—
LMArena German1488—
LMArena Japanese1487—
LMArena Korean1458—
LMArena Russian1482—
LMArena Spanish1472—

Instruction Following Not comparable

Kimi K3: 77.7 (#14), Mistral Medium 3.1: —

Instruction Following benchmarks
BenchmarkKimi K3Mistral Medium 3.1
LMArena Instruction Following1483—

Long Context Not comparable

Kimi K3: 45.8 (#29), Mistral Medium 3.1: —

Long Context benchmarks
BenchmarkKimi K3Mistral Medium 3.1
LMArena Longer Query1494—

Writing & Preference Kimi K3 leads

Kimi K3: 76.6 (#4), Mistral Medium 3.1: 55.5 (#145)

Writing & Preference benchmarks
BenchmarkKimi K3Mistral Medium 3.1
EQ-Bench Creative Writing20821476
LMArena Text1476—
LMArena Creative Writing1454—
EQ-Bench 41339—
LMArena Multi-Turn1488—

Frequently asked questions

Is Kimi K3 better than Mistral Medium 3.1?

Kimi K3 is the stronger model overall, scoring 59.5 to 31.9 on the Noometry Index. Mistral Medium 3.1 costs 7.5× less per token, which makes it the better buy when Kimi K3's lead doesn't matter for your workload.

Which is cheaper, Kimi K3 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 K3 lists at $3 and $15.

Which has the bigger context window?

Kimi K3 does, with 1.05M tokens against 131K.

How many benchmarks do Kimi K3 and Mistral Medium 3.1 share?

2 benchmarks have published results for both models. Kimi K3 has 53 scored results on Noometry and Mistral Medium 3.1 has 3.

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