Model comparison

Grok 4.20 Multi-Agent vs Laguna M.1

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 32.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Grok 4.20 Multi-Agent xAI

46.2

Rank #65 Confirmed

Laguna M.1 Poolside

32.5

Rank #256 Reported

Summary

  • The widest gap is in reasoning, where Grok 4.20 Multi-Agent leads 43.9 to 23.1.
  • Grok 4.20 Multi-Agent accepts more context: 1M tokens versus 262K.
  • Laguna M.1 has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 Multi-Agent and Laguna M.1 specifications
Grok 4.20 Multi-AgentLaguna M.1
ProviderxAIPoolside
Noometry Index46.232.5
Released2026-03-092026-04-28
WeightsProprietaryOpen
Context window1M262K
Max output30K33K
Input $ / M tokens$1.25—
Output $ / M tokens$2.50—
Results tracked203

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Category by category

Coding Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 43.0 (#92), Laguna M.1: 36.6 (#204)

Coding benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena WebDev—1349
LMArena Coding1457—

Agentic & Tool Use Not comparable

Grok 4.20 Multi-Agent: —, Laguna M.1: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Search1204—

Reasoning Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 43.9 (#48), Laguna M.1: 23.1 (#184)

Reasoning benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
NYT Connections (extended)89.6%—
LMArena Hard Prompts1448—
Surface Evolver Bench—15.6%

Math Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 39.4 (#104), Laguna M.1: 21.1 (#283)

Math benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
ProofBench—0%
LMArena Math1442—

Knowledge Not comparable

Grok 4.20 Multi-Agent: 40.4 (#119), Laguna M.1: —

Knowledge benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Expert1445—

Multimodal Not comparable

Grok 4.20 Multi-Agent: 40.5 (#48), Laguna M.1: —

Multimodal benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Vision1259—

Multilingual Not comparable

Grok 4.20 Multi-Agent: 54.4 (#43), Laguna M.1: —

Multilingual benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Non-English1440—
LMArena Chinese1475—
LMArena French1466—
LMArena German1456—
LMArena Japanese1405—
LMArena Korean1416—
LMArena Russian1457—
LMArena Spanish1447—

Instruction Following Not comparable

Grok 4.20 Multi-Agent: 74.8 (#84), Laguna M.1: —

Instruction Following benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Instruction Following1420—

Long Context Not comparable

Grok 4.20 Multi-Agent: 43.7 (#88), Laguna M.1: —

Long Context benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Longer Query1431—

Writing & Preference Not comparable

Grok 4.20 Multi-Agent: 64.0 (#59), Laguna M.1: —

Writing & Preference benchmarks
BenchmarkGrok 4.20 Multi-AgentLaguna M.1
LMArena Text1450—
LMArena Creative Writing1436—
LMArena Multi-Turn1452—

Frequently asked questions

Is Grok 4.20 Multi-Agent better than Laguna M.1?

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 32.5 on the Noometry Index.

Is Grok 4.20 Multi-Agent or Laguna M.1 better for coding?

Grok 4.20 Multi-Agent scores higher on coding benchmarks: 43.0 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 Multi-Agent does, with 1M tokens against 262K.

How many benchmarks do Grok 4.20 Multi-Agent and Laguna M.1 share?

0 benchmarks have published results for both models. Grok 4.20 Multi-Agent has 20 scored results on Noometry and Laguna M.1 has 3.

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