Model comparison

Kimi K2 Thinking Turbo vs o4-mini

Kimi K2 Thinking Turbo is the stronger model overall, scoring 45.4 to 41.6 on the Noometry Index.

Last verified . 20 shared benchmarks.

Kimi K2 Thinking Turbo Moonshot AI

45.4

Rank #63 Confirmed

o4-mini OpenAI

41.6

Rank #119 Confirmed

Summary

  • They share 20 benchmarks with published results for both. Kimi K2 Thinking Turbo scores higher in 5 categories and o4-mini in 3 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Kimi K2 Thinking Turbo leads 50.9 to 43.5.
  • The biggest single-benchmark swing is Chess Puzzles: 20% for Kimi K2 Thinking Turbo and 26% for o4-mini.
  • Kimi K2 Thinking Turbo has downloadable open weights; the other is API-only.

Side by side

Kimi K2 Thinking Turbo and o4-mini specifications
Kimi K2 Thinking Turboo4-mini
ProviderMoonshot AIOpenAI
Noometry Index45.441.6
Released2025-11-062025-04-16
WeightsOpenProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$1.10
Output $ / M tokens—$4.40
Results tracked2160

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Category by category

Coding o4-mini leads

Kimi K2 Thinking Turbo: 38.1 (#166), o4-mini: 41.6 (#110)

Coding benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Coding14541369
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
LMArena WebDev1322—
GSO—3.6%
WeirdML—52.6%
CadEval—62%
ALE-Bench—826.17
AlgoTune—1.72

Agentic & Tool Use Not comparable

Kimi K2 Thinking Turbo: —, o4-mini: 32.3 (#57)

Agentic & Tool Use benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
METR Time Horizons—63.9%

Reasoning Kimi K2 Thinking Turbo leads

Kimi K2 Thinking Turbo: 31.4 (#72), o4-mini: 24.6 (#143)

Reasoning benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
Chess Puzzles20%26%
LMArena Hard Prompts14281351
ARC-AGI-2—6.1%
SimpleBench—38.7%
Kagi LLM Benchmark—67.6%
ARC-AGI-1—58.7%
CritPt—0.6%
EnigmaEval—9.2%
Mystery Game Puzzles—5%
DTBench—77.6%
LMCA—26.5%
Epoch Capabilities Index—145.63
ForecastBench—61.8

Math Kimi K2 Thinking Turbo leads

Kimi K2 Thinking Turbo: 45.5 (#62), o4-mini: 40.2 (#79)

Math benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
OTIS Mock AIME 2024-202583.1%81.7%
LMArena Math14291390
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%
Omni-MATH—72%
MATH Level 5—97.8%
FrontierMath (Feb 2025 set)—24.8%
FrontierMath Tier 4 (v1)—6.3%

Knowledge Kimi K2 Thinking Turbo leads

Kimi K2 Thinking Turbo: 50.9 (#64), o4-mini: 43.5 (#83)

Knowledge benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
GPQA Diamond84.2%79.6%
LMArena Expert14391344
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%

Multimodal Not comparable

Kimi K2 Thinking Turbo: —, o4-mini: 39.5 (#46)

Multimodal benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual Kimi K2 Thinking Turbo leads

Kimi K2 Thinking Turbo: 51.6 (#104), o4-mini: 47.2 (#149)

Multilingual benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Non-English13981336
LMArena Chinese14571355
LMArena French14251362
LMArena German13901336
LMArena Japanese13561308
LMArena Korean13291313
LMArena Russian13901334
LMArena Spanish14071346

Instruction Following o4-mini leads

Kimi K2 Thinking Turbo: 74.2 (#103), o4-mini: 75.4 (#63)

Instruction Following benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Instruction Following14031321
IFEval—92.8%

Long Context o4-mini leads

Kimi K2 Thinking Turbo: 43.2 (#99), o4-mini: 45.5 (#31)

Long Context benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Longer Query14151315
Fiction.LiveBench—77.8%

Writing & Preference Kimi K2 Thinking Turbo leads

Kimi K2 Thinking Turbo: 60.2 (#99), o4-mini: 54.2 (#148)

Writing & Preference benchmarks
BenchmarkKimi K2 Thinking Turboo4-mini
LMArena Text14151353
LMArena Creative Writing13731294
LMArena Multi-Turn14141350
Short-Story Creative Writing—75%
WildBench—85.4%

Frequently asked questions

Is Kimi K2 Thinking Turbo better than o4-mini?

Kimi K2 Thinking Turbo is the stronger model overall, scoring 45.4 to 41.6 on the Noometry Index.

Is Kimi K2 Thinking Turbo or o4-mini better for coding?

o4-mini scores higher on coding benchmarks: 41.6 versus 38.1 in the Noometry coding category.

How many benchmarks do Kimi K2 Thinking Turbo and o4-mini share?

20 benchmarks have published results for both models. Kimi K2 Thinking Turbo has 21 scored results on Noometry and o4-mini has 60.

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