Model comparison

Gemini 3 Flash Preview vs Kimi K2.5 Instant

Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 43.6 on the Noometry Index.

Last verified . 18 shared benchmarks.

Gemini 3 Flash Preview Google

52.3

Rank #40 Confirmed

Kimi K2.5 Instant Moonshot AI

43.6

Rank #89 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Gemini 3 Flash Preview scores higher in 9 categories and Kimi K2.5 Instant in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Gemini 3 Flash Preview leads 49.2 to 29.7.
  • Kimi K2.5 Instant has downloadable open weights; the other is API-only.

Side by side

Gemini 3 Flash Preview and Kimi K2.5 Instant specifications
Gemini 3 Flash PreviewKimi K2.5 Instant
ProviderGoogleMoonshot AI
Noometry Index52.343.6
Released2025-12-17—
WeightsProprietaryOpen
Context window1.05M—
Max output66K—
Input $ / M tokens$0.50—
Output $ / M tokens$3—
Results tracked5918

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Category by category

Coding Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 50.9 (#42), Kimi K2.5 Instant: 42.6 (#97)

Coding benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena WebDev14391404
LMArena Coding14601484
SWE-bench Verified75.4%—
SWE-bench Verified (bash only)75.8%—
SWE-bench Multilingual72.7%—
GSO9.8%—
WeirdML61.6%—
ALE-Bench1,367—

Agentic & Tool Use Not comparable

Gemini 3 Flash Preview: 38.7 (#29), Kimi K2.5 Instant: —

Agentic & Tool Use benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
Terminal-Bench64.3%—
τ²-bench Airline82.5%—
τ²-bench Banking27.3%—
τ²-bench Retail76.8%—
τ²-bench Telecom91.2%—
DeepResearch Bench49.8%—
BALROG48.1%—
GDP.pdf10%—
LMArena Search1198—
Vending-Bench 23,635—

Reasoning Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 49.2 (#37), Kimi K2.5 Instant: 29.7 (#90)

Reasoning benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Hard Prompts14651443
ARC-AGI-233.6%—
SimpleBench61.1%—
NYT Connections (extended)83.1%—
ARC-AGI-184.7%—
Chess Puzzles40%—
Mystery Game Puzzles26%—
DTBench89.1%—
LMCA43.1%—
Epoch Capabilities Index151.8—
ForecastBench58.5—

Math Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 51.7 (#55), Kimi K2.5 Instant: 39.4 (#105)

Math benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Math14731442
FrontierMath (Tiers 1-3)51.2%—
FrontierMath Tier 417.1%—
MathArena Final-Answer Competitions67.6%—
OTIS Mock AIME 2024-202595.6%—
ProofBench15%—
FrontierMath (Feb 2025 set)35.6%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 58.8 (#33), Kimi K2.5 Instant: 40.2 (#123)

Knowledge benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Expert14621440
GPQA Diamond89.4%—
SimpleQA Verified66.8%—
Vectara Hallucination Rate13.5%—

Multimodal Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 45.5 (#16), Kimi K2.5 Instant: 40.2 (#50)

Multimodal benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Vision12851254
GeoBench88%—
VPCT72.6%—
Blueprint-Bench 20%—
LMArena Document1413—

Multilingual Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 55.7 (#27), Kimi K2.5 Instant: 52.0 (#94)

Multilingual benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Non-English14581406
LMArena Chinese15111449
LMArena French14771403
LMArena German14971413
LMArena Korean14431378
LMArena Russian14801404
LMArena Spanish14691447
LMArena Japanese1489—

Instruction Following Too close to call

Gemini 3 Flash Preview: 75.7 (#56), Kimi K2.5 Instant: 75.3 (#65)

Instruction Following benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Instruction Following14371430

Long Context Too close to call

Gemini 3 Flash Preview: 44.4 (#67), Kimi K2.5 Instant: 43.9 (#83)

Long Context benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Longer Query14521435

Writing & Preference Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 65.5 (#45), Kimi K2.5 Instant: 60.6 (#95)

Writing & Preference benchmarks
BenchmarkGemini 3 Flash PreviewKimi K2.5 Instant
LMArena Text14661420
LMArena Creative Writing14571381
LMArena Multi-Turn14711427

Frequently asked questions

Is Gemini 3 Flash Preview better than Kimi K2.5 Instant?

Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 43.6 on the Noometry Index.

Is Gemini 3 Flash Preview or Kimi K2.5 Instant better for coding?

Gemini 3 Flash Preview scores higher on coding benchmarks: 50.9 versus 42.6 in the Noometry coding category.

How many benchmarks do Gemini 3 Flash Preview and Kimi K2.5 Instant share?

18 benchmarks have published results for both models. Gemini 3 Flash Preview has 59 scored results on Noometry and Kimi K2.5 Instant has 18.

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