Model comparison

GLM-5.3 vs Qwen3-VL 235B-A22B

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.2 on the Noometry Index. Qwen3-VL 235B-A22B costs 1.8× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Qwen3-VL 235B-A22B Alibaba (Qwen)

43.2

Rank #95 Confirmed

Summary

  • They share 17 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Qwen3-VL 235B-A22B in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.3 leads 62.3 to 39.0.
  • Qwen3-VL 235B-A22B is cheaper at $0.70 / $2.80 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 accepts more context: 1M tokens versus 131K.

Side by side

GLM-5.3 and Qwen3-VL 235B-A22B specifications
GLM-5.3Qwen3-VL 235B-A22B
ProviderZ.ai (Zhipu)Alibaba (Qwen)
Noometry Index54.843.2
Released2026-08-142025-04
WeightsOpenOpen
Context window1M131K
Max output131K33K
Input $ / M tokens$1.40$0.70
Output $ / M tokens$4.40$2.80
Results tracked4218

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.5 (#14), Qwen3-VL 235B-A22B: 42.4 (#100)

Coding benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Coding14961439
DeepSWE69%—
FrontierCode40.1%—
CursorBench42.6%—
LMArena WebDev1622—
FrontierSWE30.2%—
SciCode59%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use Not comparable

GLM-5.3: 36.4 (#38), Qwen3-VL 235B-A22B: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 46.1 (#46), Qwen3-VL 235B-A22B: 29.3 (#92)

Reasoning benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Hard Prompts14891428
NYT Connections (extended)74.2%—
CritPt19.1%—
Chess Puzzles21%—
Mystery Game Puzzles33%—
DTBench87.7%—
LMCA55.5%—
Bench to the Future 30.15—
Epoch Capabilities Index155.61—

Math GLM-5.3 leads

GLM-5.3: 62.3 (#33), Qwen3-VL 235B-A22B: 39.0 (#118)

Math benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Math14891426
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
OTIS Mock AIME 2024-202591.1%—
ProofBench49%—

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#37), Qwen3-VL 235B-A22B: 40.3 (#121)

Knowledge benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Expert15161442
GPQA Diamond90.9%—
SimpleQA Verified41%—

Multimodal Not comparable

GLM-5.3: —, Qwen3-VL 235B-A22B: 39.8 (#55)

Multimodal benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Vision—1247

Multilingual GLM-5.3 leads

GLM-5.3: 55.7 (#28), Qwen3-VL 235B-A22B: 51.9 (#97)

Multilingual benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Non-English14571405
LMArena Chinese15281463
LMArena French14991452
LMArena German14991424
LMArena Japanese14531385
LMArena Korean14721394
LMArena Russian14631408
LMArena Spanish14601428

Instruction Following GLM-5.3 leads

GLM-5.3: 77.5 (#23), Qwen3-VL 235B-A22B: 74.2 (#101)

Instruction Following benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Instruction Following14771406

Long Context GLM-5.3 leads

GLM-5.3: 45.4 (#41), Qwen3-VL 235B-A22B: 43.4 (#98)

Long Context benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Longer Query14821420

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.7 (#6), Qwen3-VL 235B-A22B: 60.2 (#99)

Writing & Preference benchmarks
BenchmarkGLM-5.3Qwen3-VL 235B-A22B
LMArena Text14711420
LMArena Creative Writing14571366
LMArena Multi-Turn14721428
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Qwen3-VL 235B-A22B?

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.2 on the Noometry Index. Qwen3-VL 235B-A22B costs 1.8× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Which is cheaper, GLM-5.3 or Qwen3-VL 235B-A22B?

Qwen3-VL 235B-A22B is cheaper. It lists at $0.70 per million input tokens and $2.80 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Qwen3-VL 235B-A22B better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 42.4 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3 does, with 1M tokens against 131K.

How many benchmarks do GLM-5.3 and Qwen3-VL 235B-A22B share?

17 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Qwen3-VL 235B-A22B has 18.

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