Model comparison

Grok 4 Fast vs Muse Glimmer

Muse Glimmer is the stronger model overall, scoring 41.3 to 39.0 on the Noometry Index.

Last verified . 13 shared benchmarks.

Grok 4 Fast xAI

39.0

Rank #164 Confirmed

Muse Glimmer Meta

41.3

Rank #128 Confirmed

Summary

  • They share 13 benchmarks with published results for both. Grok 4 Fast scores higher in 5 categories and Muse Glimmer in 3 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in long context, where Grok 4 Fast leads 63.2 to 42.1.
  • Muse Glimmer has downloadable open weights; the other is API-only.

Side by side

Grok 4 Fast and Muse Glimmer specifications
Grok 4 FastMuse Glimmer
ProviderxAIMeta
Noometry Index39.041.3
Released2025-09-19—
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked3013

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Category by category

Coding Muse Glimmer leads

Grok 4 Fast: 32.3 (#264), Muse Glimmer: 38.7 (#157)

Coding benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena WebDev11601355
LMArena Coding14291417
WeirdML42.9%—

Agentic & Tool Use Not comparable

Grok 4 Fast: 29.3 (#80), Muse Glimmer: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4 FastMuse Glimmer
τ²-bench Banking15.7%—
Cybench30%—
LMArena Search1171—

Reasoning Muse Glimmer leads

Grok 4 Fast: 22.5 (#179), Muse Glimmer: 27.2 (#111)

Reasoning benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Hard Prompts14131395
ARC-AGI-25.3%—
Kagi LLM Benchmark66.1%—
ARC-AGI-148.5%—
DTBench82.7%—
Epoch Capabilities Index144.21—
ForecastBench60.5—

Math Too close to call

Grok 4 Fast: 36.1 (#126), Muse Glimmer: 36.1 (#128)

Math benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Math14191419

Knowledge Muse Glimmer leads

Grok 4 Fast: 31.5 (#211), Muse Glimmer: 37.9 (#140)

Knowledge benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Expert14111388
Vectara Hallucination Rate19.7%—

Multilingual Too close to call

Grok 4 Fast: 51.5 (#106), Muse Glimmer: 50.6 (#117)

Multilingual benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Non-English13971384
LMArena Chinese14581412
LMArena Russian13871393
LMArena French1433—
LMArena German1383—
LMArena Japanese1358—
LMArena Korean1359—
LMArena Spanish1414—

Instruction Following Too close to call

Grok 4 Fast: 73.4 (#116), Muse Glimmer: 72.7 (#134)

Instruction Following benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Instruction Following13881374

Long Context Grok 4 Fast leads

Grok 4 Fast: 63.2 (#3), Muse Glimmer: 42.1 (#124)

Long Context benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Longer Query14151381
Fiction.LiveBench94.4%—

Writing & Preference Grok 4 Fast leads

Grok 4 Fast: 60.2 (#96), Muse Glimmer: 57.7 (#122)

Writing & Preference benchmarks
BenchmarkGrok 4 FastMuse Glimmer
LMArena Text14071389
LMArena Creative Writing13881338
LMArena Multi-Turn14141398

Frequently asked questions

Is Grok 4 Fast better than Muse Glimmer?

Muse Glimmer is the stronger model overall, scoring 41.3 to 39.0 on the Noometry Index.

Is Grok 4 Fast or Muse Glimmer better for coding?

Muse Glimmer scores higher on coding benchmarks: 38.7 versus 32.3 in the Noometry coding category.

How many benchmarks do Grok 4 Fast and Muse Glimmer share?

13 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Muse Glimmer has 13.

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