Model comparison

Gemini 3.5 Flash Lite vs Kimi K2.7 Code

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 41.5 on the Noometry Index. Gemini 3.5 Flash Lite costs 2.0× less per token, which makes it the better buy when Kimi K2.7 Code's lead doesn't matter for your workload.

Last verified . 12 shared benchmarks.

Gemini 3.5 Flash Lite Google

41.5

Rank #133 Confirmed

Kimi K2.7 Code Moonshot AI

43.3

Rank #94 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Gemini 3.5 Flash Lite scores higher in 1 category and Kimi K2.7 Code in 4 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 25.9.
  • The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 26% for Gemini 3.5 Flash Lite and 54% for Kimi K2.7 Code.
  • Gemini 3.5 Flash Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
  • Gemini 3.5 Flash Lite accepts more context: 1.05M tokens versus 262K.
  • Kimi K2.7 Code has downloadable open weights; the other is API-only.

Side by side

Gemini 3.5 Flash Lite and Kimi K2.7 Code specifications
Gemini 3.5 Flash LiteKimi K2.7 Code
ProviderGoogleMoonshot AI
Noometry Index41.543.3
Released2026-07-212026-06-12
WeightsProprietaryOpen
Context window1.05M262K
Max output66K262K
Input $ / M tokens$0.30$0.95
Output $ / M tokens$2.50$4
Results tracked3919

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Category by category

Coding Too close to call

Gemini 3.5 Flash Lite: 42.4 (#104), Kimi K2.7 Code: 42.9 (#95)

Coding benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena WebDev14401473
SciCode41.3%47.5%
WeirdML39%54.1%
ALE-Bench765.27886.23
DeepSWE—30.5%
FrontierCode—30.1%
LMArena Coding1453—

Agentic & Tool Use Gemini 3.5 Flash Lite leads

Gemini 3.5 Flash Lite: 25.7 (#107), Kimi K2.7 Code: 24.0 (#122)

Agentic & Tool Use benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
APEX-Agents29.3%37.6%
GBAEval—0.9%
GDP.pdf10%—
Vending-Bench 2—5,083

Reasoning Kimi K2.7 Code leads

Gemini 3.5 Flash Lite: 27.8 (#114), Kimi K2.7 Code: 39.0 (#61)

Reasoning benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
CritPt0%10%
Chess Puzzles22%21%
Epoch Capabilities Index145.13149.97
ARC-AGI-210.3%—
SimpleBench—57.9%
NYT Connections (extended)60.4%—
ARC-AGI-153.5%—
LMArena Hard Prompts1441—
Mystery Game Puzzles19%—
DTBench83.5%—
LMCA37.6%—
Surface Evolver Bench—48.8%

Math Kimi K2.7 Code leads

Gemini 3.5 Flash Lite: 25.9 (#264), Kimi K2.7 Code: 52.9 (#48)

Math benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
FrontierMath (Tiers 1-3)26%54%
FrontierMath Tier 40%12.2%
OTIS Mock AIME 2024-202571.1%95.6%
ProofBench13%—
LMArena Math1433—

Knowledge Kimi K2.7 Code leads

Gemini 3.5 Flash Lite: 50.1 (#72), Kimi K2.7 Code: 53.5 (#57)

Knowledge benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
GPQA Diamond83.3%87.9%
SimpleQA Verified—36.5%
LMArena Expert1435—

Multimodal Not comparable

Gemini 3.5 Flash Lite: 41.1 (#40), Kimi K2.7 Code: —

Multimodal benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena Vision1268—

Multilingual Not comparable

Gemini 3.5 Flash Lite: 53.5 (#63), Kimi K2.7 Code: —

Multilingual benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena Non-English1427—
LMArena Chinese1469—
LMArena French1451—
LMArena German1454—
LMArena Japanese1427—
LMArena Korean1407—
LMArena Russian1443—
LMArena Spanish1442—

Instruction Following Not comparable

Gemini 3.5 Flash Lite: 74.8 (#85), Kimi K2.7 Code: —

Instruction Following benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena Instruction Following1420—

Long Context Not comparable

Gemini 3.5 Flash Lite: 43.9 (#84), Kimi K2.7 Code: —

Long Context benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena Longer Query1435—

Writing & Preference Not comparable

Gemini 3.5 Flash Lite: 64.2 (#57), Kimi K2.7 Code: —

Writing & Preference benchmarks
BenchmarkGemini 3.5 Flash LiteKimi K2.7 Code
LMArena Text1435—
LMArena Creative Writing1420—
EQ-Bench Creative Writing1559—
LMArena Multi-Turn1445—

Frequently asked questions

Is Gemini 3.5 Flash Lite better than Kimi K2.7 Code?

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 41.5 on the Noometry Index. Gemini 3.5 Flash Lite costs 2.0× less per token, which makes it the better buy when Kimi K2.7 Code's lead doesn't matter for your workload.

Which is cheaper, Gemini 3.5 Flash Lite or Kimi K2.7 Code?

Gemini 3.5 Flash Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

Is Gemini 3.5 Flash Lite or Kimi K2.7 Code better for coding?

They score almost the same on coding (42.4 vs 42.9); test both on your own repository before choosing.

Which has the bigger context window?

Gemini 3.5 Flash Lite does, with 1.05M tokens against 262K.

How many benchmarks do Gemini 3.5 Flash Lite and Kimi K2.7 Code share?

12 benchmarks have published results for both models. Gemini 3.5 Flash Lite has 39 scored results on Noometry and Kimi K2.7 Code has 19.

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