Model comparison

Kimi K2.7 Code vs Phi-4 Mini

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 30.4 on the Noometry Index. Phi-4 Mini costs 13× less per token, which makes it the better buy when Kimi K2.7 Code's lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Kimi K2.7 Code Moonshot AI

43.0

Rank #90 Confirmed

Phi-4 Mini Microsoft

30.4

Rank #280 Reported

Summary

  • They share 2 benchmarks with published results for both. Kimi K2.7 Code scores higher in 3 categories and Phi-4 Mini in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Kimi K2.7 Code leads 53.6 to 24.8.
  • The biggest single-benchmark swing is SciCode: 47.5% for Kimi K2.7 Code and 10.8% for Phi-4 Mini.
  • Phi-4 Mini is cheaper at $0.075 / $0.30 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
  • Kimi K2.7 Code accepts more context: 262K tokens versus 128K.

Side by side

Kimi K2.7 Code and Phi-4 Mini specifications
Kimi K2.7 CodePhi-4 Mini
ProviderMoonshot AIMicrosoft
Noometry Index43.030.4
Released2026-06-122024-12-11
WeightsOpenOpen
Context window262K128K
Max output262K4K
Input $ / M tokens$0.95$0.075
Output $ / M tokens$4$0.30
Results tracked193

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Category by category

Coding Kimi K2.7 Code leads

Kimi K2.7 Code: 42.4 (#92), Phi-4 Mini: 27.6 (#312)

Coding benchmarks
BenchmarkKimi K2.7 CodePhi-4 Mini
SciCode47.5%10.8%
DeepSWE30.5%—
FrontierCode30.1%—
LMArena WebDev1473—
WeirdML54.1%—
ALE-Bench886.23—

Agentic & Tool Use Not comparable

Kimi K2.7 Code: 23.9 (#115), Phi-4 Mini: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.7 CodePhi-4 Mini
APEX-Agents37.6%—
GBAEval0.9%—
Vending-Bench 25,083—

Reasoning Kimi K2.7 Code leads

Kimi K2.7 Code: 38.2 (#56), Phi-4 Mini: 21.7 (#190)

Reasoning benchmarks
BenchmarkKimi K2.7 CodePhi-4 Mini
CritPt10%0%
SimpleBench57.9%—
Chess Puzzles21%—
Surface Evolver Bench48.8%—
Epoch Capabilities Index150.01—

Math Not comparable

Kimi K2.7 Code: 52.6 (#39), Phi-4 Mini: —

Math benchmarks
BenchmarkKimi K2.7 CodePhi-4 Mini
FrontierMath (Tiers 1-3)54%—
FrontierMath Tier 412.2%—
OTIS Mock AIME 2024-202595.6%—

Knowledge Kimi K2.7 Code leads

Kimi K2.7 Code: 53.6 (#51), Phi-4 Mini: 24.8 (#261)

Knowledge benchmarks
BenchmarkKimi K2.7 CodePhi-4 Mini
GPQA Diamond87.9%—
SimpleQA Verified36.5%—
Vectara Hallucination Rate—23.5%

Frequently asked questions

Is Kimi K2.7 Code better than Phi-4 Mini?

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 30.4 on the Noometry Index. Phi-4 Mini costs 13× 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, Kimi K2.7 Code or Phi-4 Mini?

Phi-4 Mini is cheaper. It lists at $0.075 per million input tokens and $0.30 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

Is Kimi K2.7 Code or Phi-4 Mini better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.4 versus 27.6 in the Noometry coding category.

Which has the bigger context window?

Kimi K2.7 Code does, with 262K tokens against 128K.

How many benchmarks do Kimi K2.7 Code and Phi-4 Mini share?

2 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Phi-4 Mini has 3.

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