Model comparison

Grok 4.1 vs Phi-4

Grok 4.1 is the stronger model overall, scoring 41.5 to 31.2 on the Noometry Index.

Last verified . 17 shared benchmarks.

Grok 4.1 xAI

41.5

Rank #134 Confirmed

Phi-4 Microsoft

31.2

Rank #279 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Grok 4.1 scores higher in 8 categories and Phi-4 in 1 category; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Grok 4.1 leads 62.4 to 40.5.
  • Phi-4 has downloadable open weights; the other is API-only.

Side by side

Grok 4.1 and Phi-4 specifications
Grok 4.1Phi-4
ProviderxAIMicrosoft
Noometry Index41.531.2
Released2025-11-172024-12-11
WeightsProprietaryOpen
Context window—128K
Max output—4K
Input $ / M tokens—$0.07
Output $ / M tokens—$0.14
Results tracked1937

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Category by category

Coding Too close to call

Grok 4.1: 33.7 (#253), Phi-4: 34.4 (#239)

Coding benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Coding14451231
LMArena WebDev1214—
BigCodeBench Instruct—45.5%
LiveBench Coding—30.7%
BigCodeBench Complete—55.4%

Agentic & Tool Use Grok 4.1 leads

Grok 4.1: 34.1 (#49), Phi-4: 22.8 (#128)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.1Phi-4
Berkeley Function Calling Leaderboard—28.8%
Cybench39%—
BALROG—11.6%

Reasoning Grok 4.1 leads

Grok 4.1: 29.5 (#91), Phi-4: 17.7 (#291)

Reasoning benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Hard Prompts14351220
Chess Puzzles—1%
LiveBench Reasoning—47.8%
LiveBench Data Analysis—45.2%
Epoch Capabilities Index—130.42
LiveBench—41.6%

Math Grok 4.1 leads

Grok 4.1: 38.9 (#120), Phi-4: 20.8 (#285)

Math benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Math14221246
OTIS Mock AIME 2024-2025—13.8%
LiveBench Math—42%
MATH Level 5—64.9%

Knowledge Grok 4.1 leads

Grok 4.1: 39.5 (#133), Phi-4: 32.6 (#209)

Knowledge benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Expert14171203
GPQA Diamond—56.1%
Confabulations—29.4%
Vectara Hallucination Rate—3.7%
MMLU—84.8%

Multilingual Grok 4.1 leads

Grok 4.1: 53.4 (#68), Phi-4: 37.2 (#237)

Multilingual benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Non-English14251197
LMArena Chinese14651212
LMArena French14481224
LMArena German14461222
LMArena Japanese13971158
LMArena Korean14071151
LMArena Russian14341209
LMArena Spanish14381234

Instruction Following Grok 4.1 leads

Grok 4.1: 73.8 (#111), Phi-4: 60.4 (#251)

Instruction Following benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Instruction Following14001201
LiveBench Instruction Following—58.4%

Long Context Grok 4.1 leads

Grok 4.1: 43.2 (#100), Phi-4: 36.9 (#226)

Long Context benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Longer Query14161217

Writing & Preference Grok 4.1 leads

Grok 4.1: 62.4 (#75), Phi-4: 40.5 (#244)

Writing & Preference benchmarks
BenchmarkGrok 4.1Phi-4
LMArena Text14371217
LMArena Creative Writing14111182
LMArena Multi-Turn14371206
Short-Story Creative Writing—62.6%
LiveBench Language—25.6%

Frequently asked questions

Is Grok 4.1 better than Phi-4?

Grok 4.1 is the stronger model overall, scoring 41.5 to 31.2 on the Noometry Index.

Is Grok 4.1 or Phi-4 better for coding?

They score almost the same on coding (33.7 vs 34.4); test both on your own repository before choosing.

How many benchmarks do Grok 4.1 and Phi-4 share?

17 benchmarks have published results for both models. Grok 4.1 has 19 scored results on Noometry and Phi-4 has 37.

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