Model comparison

Grok 4.1 vs Step 2 16k Exp 202412

Grok 4.1 is the stronger model overall, scoring 41.5 to 39.2 on the Noometry Index.

Last verified . 12 shared benchmarks.

Grok 4.1 xAI

41.5

Rank #134 Confirmed

Step 2 16k Exp 202412 StepFun

39.2

Rank #171 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Grok 4.1 scores higher in 7 categories and Step 2 16k Exp 202412 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 52.3.

Side by side

Grok 4.1 and Step 2 16k Exp 202412 specifications
Grok 4.1Step 2 16k Exp 202412
ProviderxAIStepFun
Noometry Index41.539.2
Released2025-11-17—
WeightsProprietaryProprietary
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked1912

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Category by category

Coding Step 2 16k Exp 202412 leads

Grok 4.1: 33.7 (#253), Step 2 16k Exp 202412: 38.5 (#174)

Coding benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Coding14451316
LMArena WebDev1214—

Agentic & Tool Use Not comparable

Grok 4.1: 34.1 (#49), Step 2 16k Exp 202412: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
Cybench39%—

Reasoning Grok 4.1 leads

Grok 4.1: 29.5 (#91), Step 2 16k Exp 202412: 25.9 (#142)

Reasoning benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Hard Prompts14351299

Math Grok 4.1 leads

Grok 4.1: 38.9 (#120), Step 2 16k Exp 202412: 36.3 (#169)

Math benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Math14221304

Knowledge Grok 4.1 leads

Grok 4.1: 39.5 (#133), Step 2 16k Exp 202412: 35.2 (#187)

Knowledge benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Expert14171279

Multilingual Grok 4.1 leads

Grok 4.1: 53.4 (#68), Step 2 16k Exp 202412: 43.7 (#181)

Multilingual benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Non-English14251290
LMArena Chinese14651331
LMArena Russian14341324
LMArena French1448—
LMArena German1446—
LMArena Japanese1397—
LMArena Korean1407—
LMArena Spanish1438—

Instruction Following Grok 4.1 leads

Grok 4.1: 73.8 (#111), Step 2 16k Exp 202412: 67.9 (#192)

Instruction Following benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Instruction Following14001287

Long Context Grok 4.1 leads

Grok 4.1: 43.2 (#100), Step 2 16k Exp 202412: 39.7 (#170)

Long Context benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Longer Query14161307

Writing & Preference Grok 4.1 leads

Grok 4.1: 62.4 (#75), Step 2 16k Exp 202412: 52.3 (#173)

Writing & Preference benchmarks
BenchmarkGrok 4.1Step 2 16k Exp 202412
LMArena Text14371321
LMArena Creative Writing14111328
LMArena Multi-Turn14371292

Frequently asked questions

Is Grok 4.1 better than Step 2 16k Exp 202412?

Grok 4.1 is the stronger model overall, scoring 41.5 to 39.2 on the Noometry Index.

Is Grok 4.1 or Step 2 16k Exp 202412 better for coding?

Step 2 16k Exp 202412 scores higher on coding benchmarks: 38.5 versus 33.7 in the Noometry coding category.

How many benchmarks do Grok 4.1 and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. Grok 4.1 has 19 scored results on Noometry and Step 2 16k Exp 202412 has 12.

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