Model comparison

GLM-4.5 vs Grok 4.20 Multi-Agent

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 42.0 on the Noometry Index. GLM-4.5 costs 1.6× less per token, which makes it the better buy when Grok 4.20 Multi-Agent's lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

GLM-4.5 Z.ai (Zhipu)

42.0

Rank #122 Confirmed

Grok 4.20 Multi-Agent xAI

46.2

Rank #65 Confirmed

Summary

  • They share 17 benchmarks with published results for both. GLM-4.5 scores higher in 0 categories and Grok 4.20 Multi-Agent in 8 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 Multi-Agent leads 43.9 to 28.6.
  • GLM-4.5 is cheaper at $0.60 / $2.20 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 Multi-Agent.
  • Grok 4.20 Multi-Agent accepts more context: 1M tokens versus 131K.
  • GLM-4.5 has downloadable open weights; the other is API-only.

Side by side

GLM-4.5 and Grok 4.20 Multi-Agent specifications
GLM-4.5Grok 4.20 Multi-Agent
ProviderZ.ai (Zhipu)xAI
Noometry Index42.046.2
Released2025-07-272026-03-09
WeightsOpenProprietary
Context window131K1M
Max output98K30K
Input $ / M tokens$0.60$1.25
Output $ / M tokens$2.20$2.50
Results tracked2720

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Category by category

Coding Grok 4.20 Multi-Agent leads

GLM-4.5: 41.4 (#125), Grok 4.20 Multi-Agent: 43.0 (#92)

Coding benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Coding14341457
SWE-bench Verified (bash only)54.2%—
WeirdML40.6%—
ALE-Bench344.82—
AlgoTune1.52—

Agentic & Tool Use Not comparable

GLM-4.5: —, Grok 4.20 Multi-Agent: —

Agentic & Tool Use benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Search—1204

Reasoning Grok 4.20 Multi-Agent leads

GLM-4.5: 28.6 (#100), Grok 4.20 Multi-Agent: 43.9 (#48)

Reasoning benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Hard Prompts14291448
Kagi LLM Benchmark57.9%—
NYT Connections (extended)—89.6%

Math Too close to call

GLM-4.5: 39.0 (#116), Grok 4.20 Multi-Agent: 39.4 (#104)

Math benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Math14271442

Knowledge Grok 4.20 Multi-Agent leads

GLM-4.5: 35.9 (#179), Grok 4.20 Multi-Agent: 40.4 (#119)

Knowledge benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Expert14331445
Humanity's Last Exam8.3%—
Confabulations11.3%—

Multimodal Not comparable

GLM-4.5: —, Grok 4.20 Multi-Agent: 40.5 (#48)

Multimodal benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Vision—1259

Multilingual Grok 4.20 Multi-Agent leads

GLM-4.5: 52.8 (#77), Grok 4.20 Multi-Agent: 54.4 (#43)

Multilingual benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Non-English14171440
LMArena Chinese14651475
LMArena French14181466
LMArena German14071456
LMArena Japanese14151405
LMArena Korean13801416
LMArena Russian14141457
LMArena Spanish14541447

Instruction Following Too close to call

GLM-4.5: 74.1 (#104), Grok 4.20 Multi-Agent: 74.8 (#84)

Instruction Following benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Instruction Following14041420

Long Context Grok 4.20 Multi-Agent leads

GLM-4.5: 38.2 (#201), Grok 4.20 Multi-Agent: 43.7 (#88)

Long Context benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Longer Query14121431
Fiction.LiveBench58.3%—

Writing & Preference Grok 4.20 Multi-Agent leads

GLM-4.5: 57.5 (#127), Grok 4.20 Multi-Agent: 64.0 (#59)

Writing & Preference benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Text14301450
LMArena Creative Writing13951436
LMArena Multi-Turn14151452
Short-Story Creative Writing73.4%—
EQ-Bench Creative Writing1343—

Frequently asked questions

Is GLM-4.5 better than Grok 4.20 Multi-Agent?

Grok 4.20 Multi-Agent is the stronger model overall, scoring 46.2 to 42.0 on the Noometry Index. GLM-4.5 costs 1.6× less per token, which makes it the better buy when Grok 4.20 Multi-Agent's lead doesn't matter for your workload.

Which is cheaper, GLM-4.5 or Grok 4.20 Multi-Agent?

GLM-4.5 is cheaper. It lists at $0.60 per million input tokens and $2.20 per million output tokens; Grok 4.20 Multi-Agent lists at $1.25 and $2.50.

Is GLM-4.5 or Grok 4.20 Multi-Agent better for coding?

Grok 4.20 Multi-Agent scores higher on coding benchmarks: 43.0 versus 41.4 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 Multi-Agent does, with 1M tokens against 131K.

How many benchmarks do GLM-4.5 and Grok 4.20 Multi-Agent share?

17 benchmarks have published results for both models. GLM-4.5 has 27 scored results on Noometry and Grok 4.20 Multi-Agent has 20.

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