Model comparison

Claude 3 Sonnet vs Kimi K2 (Jul 2025)

Kimi K2 (Jul 2025) is the stronger model overall, scoring 40.9 to 28.8 on the Noometry Index.

Last verified . 19 shared benchmarks.

Claude 3 Sonnet Anthropic

28.8

Rank #311 Confirmed

Kimi K2 (Jul 2025) Moonshot AI

40.9

Rank #134 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Claude 3 Sonnet scores higher in 0 categories and Kimi K2 (Jul 2025) in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2 (Jul 2025) leads 40.1 to 10.0.
  • The biggest single-benchmark swing is WeirdML: 10.2% for Claude 3 Sonnet and 42.8% for Kimi K2 (Jul 2025).
  • Kimi K2 (Jul 2025) has downloadable open weights; the other is API-only.

Side by side

Claude 3 Sonnet and Kimi K2 (Jul 2025) specifications
Claude 3 SonnetKimi K2 (Jul 2025)
ProviderAnthropicMoonshot AI
Noometry Index28.840.9
Released2024-02-292025-07-12
WeightsProprietaryOpen
Context window—262K
Max output—262K
Input $ / M tokens—$0.57
Output $ / M tokens—$2.30
Results tracked3042

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Category by category

Coding Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 29.2 (#296), Kimi K2 (Jul 2025): 43.1 (#83)

Coding benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
WeirdML10.2%42.8%
LMArena Coding12231399
SWE-bench Verified (bash only)—63.4%
Aider Polyglot—59.1%
GSO—4.9%
BigCodeBench Instruct42.7%—
BigCodeBench Complete53.8%—
ALE-Bench—597.5
HumanEval+64%—
MBPP+69.3%—

Agentic & Tool Use Not comparable

Claude 3 Sonnet: —, Kimi K2 (Jul 2025): 32.2 (#59)

Agentic & Tool Use benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
Terminal-Bench—35.7%
Berkeley Function Calling Leaderboard—59.1%
METR Time Horizons—59.2%

Reasoning Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 19.7 (#232), Kimi K2 (Jul 2025): 22.7 (#173)

Reasoning benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Hard Prompts11971384
Epoch Capabilities Index120.69146.02
SimpleBench—26.3%
Kagi LLM Benchmark—64.4%
DTBench53.6%—
ForecastBench—60.2
WinoGrande75.1%—

Math Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 10.0 (#305), Kimi K2 (Jul 2025): 40.1 (#81)

Math benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Math12131396
OTIS Mock AIME 2024-20252.5%—
Omni-MATH—65.4%
MATH Level 518.2%—
FrontierMath (Feb 2025 set)—21.4%
FrontierMath Tier 4 (v1)—0%

Knowledge Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 21.1 (#271), Kimi K2 (Jul 2025): 36.9 (#153)

Knowledge benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Expert11731363
GPQA Diamond40.6%—
MMLU-Pro—81.9%
Confabulations—20.4%
Vectara Hallucination Rate—17.9%
GPQA (HELM)—65.3%
MMLU75.9%—

Multimodal Not comparable

Claude 3 Sonnet: 24.7 (#120), Kimi K2 (Jul 2025): —

Multimodal benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Vision984—

Multilingual Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 38.0 (#229), Kimi K2 (Jul 2025): 49.8 (#125)

Multilingual benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Non-English12051372
LMArena Chinese11881416
LMArena French12281379
LMArena German12041386
LMArena Japanese11311349
LMArena Korean11281324
LMArena Russian12271384
LMArena Spanish12041383

Instruction Following Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 63.1 (#230), Kimi K2 (Jul 2025): 71.3 (#151)

Instruction Following benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Instruction Following12001347
IFEval—85%

Long Context Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 36.7 (#223), Kimi K2 (Jul 2025): 41.2 (#140)

Long Context benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Longer Query12111353
Fiction.LiveBench—66.7%
CL-bench—17.6%

Writing & Preference Kimi K2 (Jul 2025) leads

Claude 3 Sonnet: 42.3 (#233), Kimi K2 (Jul 2025): 62.5 (#76)

Writing & Preference benchmarks
BenchmarkClaude 3 SonnetKimi K2 (Jul 2025)
LMArena Text12181380
LMArena Creative Writing11861349
LMArena Multi-Turn12271371
Short-Story Creative Writing—85.6%
EQ-Bench Creative Writing—1666
WildBench—86.2%

Frequently asked questions

Is Claude 3 Sonnet better than Kimi K2 (Jul 2025)?

Kimi K2 (Jul 2025) is the stronger model overall, scoring 40.9 to 28.8 on the Noometry Index.

Is Claude 3 Sonnet or Kimi K2 (Jul 2025) better for coding?

Kimi K2 (Jul 2025) scores higher on coding benchmarks: 43.1 versus 29.2 in the Noometry coding category.

How many benchmarks do Claude 3 Sonnet and Kimi K2 (Jul 2025) share?

19 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and Kimi K2 (Jul 2025) has 42.

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