Model comparison

Grok 4.20 Multi-Agent vs Muse Glimmer

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 41.7 on the Noometry Index.

Last verified . 12 shared benchmarks.

Grok 4.20 Multi-Agent xAI

46.2

Rank #65 Confirmed

Muse Glimmer Meta

41.7

Rank #131 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Grok 4.20 Multi-Agent scores higher in 8 categories and Muse Glimmer in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 Multi-Agent leads 43.9 to 25.7.
  • Muse Glimmer has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 Multi-Agent and Muse Glimmer specifications
Grok 4.20 Multi-AgentMuse Glimmer
ProviderxAIMeta
Noometry Index46.241.7
Released2026-03-092026-08-10
WeightsProprietaryOpen
Context window1M—
Max output30K—
Input $ / M tokens$1.25—
Output $ / M tokens$2.50—
Results tracked2015

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Category by category

Coding Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 43.0 (#92), Muse Glimmer: 40.4 (#142)

Coding benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Coding14571416
LMArena WebDev—1355
SciCode—44.9%

Agentic & Tool Use Not comparable

Grok 4.20 Multi-Agent: —, Muse Glimmer: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Search1204—

Reasoning Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 43.9 (#48), Muse Glimmer: 25.7 (#144)

Reasoning benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Hard Prompts14481396
NYT Connections (extended)89.6%—
CritPt—2.6%

Math Too close to call

Grok 4.20 Multi-Agent: 39.4 (#104), Muse Glimmer: 38.8 (#125)

Math benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Math14421417

Knowledge Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 40.4 (#119), Muse Glimmer: 38.5 (#143)

Knowledge benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Expert14451386

Multimodal Not comparable

Grok 4.20 Multi-Agent: 40.5 (#48), Muse Glimmer: —

Multimodal benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Vision1259—

Multilingual Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 54.4 (#43), Muse Glimmer: 50.5 (#122)

Multilingual benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Non-English14401384
LMArena Chinese14751412
LMArena Russian14571390
LMArena French1466—
LMArena German1456—
LMArena Japanese1405—
LMArena Korean1416—
LMArena Spanish1447—

Instruction Following Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 74.8 (#84), Muse Glimmer: 72.6 (#135)

Instruction Following benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Instruction Following14201375

Long Context Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 43.7 (#88), Muse Glimmer: 42.1 (#129)

Long Context benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Longer Query14311382

Writing & Preference Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 64.0 (#59), Muse Glimmer: 57.5 (#126)

Writing & Preference benchmarks
BenchmarkGrok 4.20 Multi-AgentMuse Glimmer
LMArena Text14501389
LMArena Creative Writing14361339
LMArena Multi-Turn14521399

Frequently asked questions

Is Grok 4.20 Multi-Agent better than Muse Glimmer?

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 41.7 on the Noometry Index.

Is Grok 4.20 Multi-Agent or Muse Glimmer better for coding?

Grok 4.20 Multi-Agent scores higher on coding benchmarks: 43.0 versus 40.4 in the Noometry coding category.

How many benchmarks do Grok 4.20 Multi-Agent and Muse Glimmer share?

12 benchmarks have published results for both models. Grok 4.20 Multi-Agent has 20 scored results on Noometry and Muse Glimmer has 15.

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