Model comparison

GLM-4.5 vs Grok 4.20 Multi-Agent

Grok 4.20 Multi-Agent is the stronger model overall, scoring 45.5 to 41.4 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)

41.4

Rank #125 Confirmed

Grok 4.20 Multi-Agent xAI

45.5

Rank #62 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 42.4 to 27.7.
  • 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 Index41.445.5
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: 41.1 (#121), Grok 4.20 Multi-Agent: 42.4 (#91)

Coding benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Coding14341458
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: 27.7 (#99), Grok 4.20 Multi-Agent: 42.4 (#44)

Reasoning benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Hard Prompts14301448
Kagi LLM Benchmark57.9%—
NYT Connections (extended)—89.6%

Math Too close to call

GLM-4.5: 36.3 (#119), Grok 4.20 Multi-Agent: 36.6 (#106)

Math benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Math14271441

Knowledge Grok 4.20 Multi-Agent leads

GLM-4.5: 35.5 (#172), Grok 4.20 Multi-Agent: 39.7 (#116)

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: 39.8 (#44)

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

Multilingual Grok 4.20 Multi-Agent leads

GLM-4.5: 53.0 (#74), Grok 4.20 Multi-Agent: 54.6 (#40)

Multilingual benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Non-English14171440
LMArena Chinese14651475
LMArena French14231467
LMArena German14061456
LMArena Japanese14161405
LMArena Korean13821416
LMArena Russian14141457
LMArena Spanish14541447

Instruction Following Too close to call

GLM-4.5: 74.3 (#100), Grok 4.20 Multi-Agent: 75.0 (#80)

Instruction Following benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Instruction Following14051420

Long Context Grok 4.20 Multi-Agent leads

GLM-4.5: 38.2 (#196), Grok 4.20 Multi-Agent: 43.7 (#84)

Long Context benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Longer Query14131430
Fiction.LiveBench58.3%—

Writing & Preference Grok 4.20 Multi-Agent leads

GLM-4.5: 57.7 (#121), Grok 4.20 Multi-Agent: 64.1 (#57)

Writing & Preference benchmarks
BenchmarkGLM-4.5Grok 4.20 Multi-Agent
LMArena Text14301450
LMArena Creative Writing13951435
LMArena Multi-Turn14151451
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 45.5 to 41.4 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: 42.4 versus 41.1 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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