Noometry

Model comparison

Gemini 3.7 Flash vs Kimi K2.7 Code

Gemini 3.7 Flash is the stronger model overall, scoring 59.8 to 43.3 on the Noometry Index.

Last verified . 14 shared benchmarks.

Gemini 3.7 Flash Google

59.8

Rank #14 Confirmed

Kimi K2.7 Code Moonshot AI

43.3

Rank #94 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Gemini 3.7 Flash scores higher in 5 categories and Kimi K2.7 Code in 0 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Gemini 3.7 Flash leads 70.0 to 39.0.
  • The biggest single-benchmark swing is DeepSWE: 65.5% for Gemini 3.7 Flash and 30.5% for Kimi K2.7 Code.
  • Gemini 3.7 Flash is cheaper at $0.75 / $3.75 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
  • Gemini 3.7 Flash 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 3.7 FlashKimi K2.7 Code
ProviderGoogleMoonshot AI
Noometry Index59.843.3
Released2026-08-132026-06-12
WeightsProprietaryOpen
Context window1.05M262K
Max output66K262K
Input $ / M tokens$0.75$0.95
Output $ / M tokens$3.75$4
Results tracked4419

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Category by category

Coding Gemini 3.7 Flash leads

Gemini 3.7 Flash: 56.2 (#22), Kimi K2.7 Code: 42.9 (#95)

BenchmarkGemini 3.7 FlashKimi K2.7 Code
DeepSWE65.5%30.5%
FrontierCode43.6%30.1%
LMArena WebDev15921473
SciCode59.8%47.5%
ALE-Bench904.3886.23
FrontierSWE20.3%—
WeirdML—54.1%
LMArena Coding1497—

Agentic & Tool Use Gemini 3.7 Flash leads

Gemini 3.7 Flash: 42.1 (#19), Kimi K2.7 Code: 24.0 (#122)

BenchmarkGemini 3.7 FlashKimi K2.7 Code
APEX-Agents67.8%37.6%
Remote Labor Index5%—
GBAEval—0.9%
GDP.pdf23.8%—
Vending-Bench 2—5,083

Reasoning Gemini 3.7 Flash leads

Gemini 3.7 Flash: 70.0 (#15), Kimi K2.7 Code: 39.0 (#61)

BenchmarkGemini 3.7 FlashKimi K2.7 Code
CritPt14.3%10%
Chess Puzzles47%21%
Epoch Capabilities Index157.27149.97
ARC-AGI-284.6%—
SimpleBench—57.9%
NYT Connections (extended)94%—
ARC-AGI-195.5%—
LMArena Hard Prompts1494—
Mystery Game Puzzles37%—
DTBench96.8%—
LMCA50.4%—
Surface Evolver Bench—48.8%

Math Gemini 3.7 Flash leads

Gemini 3.7 Flash: 69.6 (#23), Kimi K2.7 Code: 52.9 (#48)

BenchmarkGemini 3.7 FlashKimi K2.7 Code
FrontierMath (Tiers 1-3)71.6%54%
FrontierMath Tier 436.6%12.2%
OTIS Mock AIME 2024-202597.2%95.6%
ProofBench58%—
LMArena Math1507—

Knowledge Gemini 3.7 Flash leads

Gemini 3.7 Flash: 69.7 (#5), Kimi K2.7 Code: 53.5 (#57)

BenchmarkGemini 3.7 FlashKimi K2.7 Code
GPQA Diamond94.8%87.9%
SimpleQA Verified69.2%36.5%
LMArena Expert1508—

Multimodal Not comparable

Gemini 3.7 Flash: 37.3 (#73), Kimi K2.7 Code: —

BenchmarkGemini 3.7 FlashKimi K2.7 Code
LMArena Vision1316—
Furniture Assembly26.7%—

Multilingual Not comparable

Gemini 3.7 Flash: 57.6 (#7), Kimi K2.7 Code: —

BenchmarkGemini 3.7 FlashKimi K2.7 Code
LMArena Non-English1484—
LMArena Chinese1548—
LMArena French1505—
LMArena German1498—
LMArena Japanese1512—
LMArena Korean1483—
LMArena Russian1516—
LMArena Spanish1503—

Instruction Following Not comparable

Gemini 3.7 Flash: 77.7 (#15), Kimi K2.7 Code: —

BenchmarkGemini 3.7 FlashKimi K2.7 Code
LMArena Instruction Following1483—

Long Context Not comparable

Gemini 3.7 Flash: 45.7 (#30), Kimi K2.7 Code: —

BenchmarkGemini 3.7 FlashKimi K2.7 Code
LMArena Longer Query1492—

Writing & Preference Not comparable

Gemini 3.7 Flash: 71.2 (#20), Kimi K2.7 Code: —

BenchmarkGemini 3.7 FlashKimi K2.7 Code
LMArena Text1486—
LMArena Creative Writing1490—
EQ-Bench Creative Writing1723—
LMArena Multi-Turn1489—

Frequently asked questions

Is Gemini 3.7 Flash better than Kimi K2.7 Code?

Gemini 3.7 Flash is the stronger model overall, scoring 59.8 to 43.3 on the Noometry Index.

Which is cheaper, Gemini 3.7 Flash or Kimi K2.7 Code?

Gemini 3.7 Flash is cheaper. It lists at $0.75 per million input tokens and $3.75 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

Is Gemini 3.7 Flash or Kimi K2.7 Code better for coding?

Gemini 3.7 Flash scores higher on coding benchmarks: 56.2 versus 42.9 in the Noometry coding category.

Which has the bigger context window?

Gemini 3.7 Flash does, with 1.05M tokens against 262K.

How many benchmarks do Gemini 3.7 Flash and Kimi K2.7 Code share?

14 benchmarks have published results for both models. Gemini 3.7 Flash has 44 scored results on Noometry and Kimi K2.7 Code has 19.

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