Model comparison

Kimi K2.7 Code vs Step 1o Turbo 202506

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 39.1 on the Noometry Index.

Last verified . 0 shared benchmarks.

Kimi K2.7 Code Moonshot AI

43.0

Rank #90 Confirmed

Step 1o Turbo 202506 StepFun

39.1

Rank #160 Confirmed

Summary

  • The widest gap is in math, where Kimi K2.7 Code leads 52.6 to 33.9.
  • Kimi K2.7 Code has downloadable open weights; the other is API-only.

Side by side

Kimi K2.7 Code and Step 1o Turbo 202506 specifications
Kimi K2.7 CodeStep 1o Turbo 202506
ProviderMoonshot AIStepFun
Noometry Index43.039.1
Released2026-06-12—
WeightsOpenProprietary
Context window262K—
Max output262K—
Input $ / M tokens$0.95—
Output $ / M tokens$4—
Results tracked1914

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Category by category

Coding Kimi K2.7 Code leads

Kimi K2.7 Code: 42.4 (#92), Step 1o Turbo 202506: 38.6 (#158)

Coding benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
DeepSWE30.5%—
FrontierCode30.1%—
LMArena WebDev1473—
SciCode47.5%—
WeirdML54.1%—
LMArena Coding—1339
ALE-Bench886.23—

Agentic & Tool Use Not comparable

Kimi K2.7 Code: 23.9 (#115), Step 1o Turbo 202506: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
APEX-Agents37.6%—
GBAEval0.9%—
Vending-Bench 25,083—

Reasoning Kimi K2.7 Code leads

Kimi K2.7 Code: 38.2 (#56), Step 1o Turbo 202506: 25.7 (#127)

Reasoning benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
SimpleBench57.9%—
CritPt10%—
Chess Puzzles21%—
LMArena Hard Prompts—1336
Surface Evolver Bench48.8%—
Epoch Capabilities Index150.01—

Math Kimi K2.7 Code leads

Kimi K2.7 Code: 52.6 (#39), Step 1o Turbo 202506: 33.9 (#163)

Math benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
FrontierMath (Tiers 1-3)54%—
FrontierMath Tier 412.2%—
OTIS Mock AIME 2024-202595.6%—
LMArena Math—1318

Knowledge Kimi K2.7 Code leads

Kimi K2.7 Code: 53.6 (#51), Step 1o Turbo 202506: 35.5 (#174)

Knowledge benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
GPQA Diamond87.9%—
SimpleQA Verified36.5%—
LMArena Expert—1308

Multimodal Not comparable

Kimi K2.7 Code: —, Step 1o Turbo 202506: 35.4 (#75)

Multimodal benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
LMArena Vision—1186

Multilingual Not comparable

Kimi K2.7 Code: —, Step 1o Turbo 202506: 45.5 (#168)

Multilingual benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
LMArena Non-English—1313
LMArena Chinese—1380
LMArena German—1315
LMArena Russian—1327

Instruction Following Not comparable

Kimi K2.7 Code: —, Step 1o Turbo 202506: 69.4 (#171)

Instruction Following benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
LMArena Instruction Following—1311

Long Context Not comparable

Kimi K2.7 Code: —, Step 1o Turbo 202506: 41.1 (#141)

Long Context benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
LMArena Longer Query—1350

Writing & Preference Not comparable

Kimi K2.7 Code: —, Step 1o Turbo 202506: 53.4 (#154)

Writing & Preference benchmarks
BenchmarkKimi K2.7 CodeStep 1o Turbo 202506
LMArena Text—1336
LMArena Creative Writing—1308
LMArena Multi-Turn—1341

Frequently asked questions

Is Kimi K2.7 Code better than Step 1o Turbo 202506?

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 39.1 on the Noometry Index.

Is Kimi K2.7 Code or Step 1o Turbo 202506 better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.4 versus 38.6 in the Noometry coding category.

How many benchmarks do Kimi K2.7 Code and Step 1o Turbo 202506 share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Step 1o Turbo 202506 has 14.

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