Model comparison

GLM-4.5-Air vs Hy4 preview

Hy4 preview is the stronger model overall, scoring 44.6 to 38.7 on the Noometry Index. GLM-4.5-Air costs 2.9× less per token, which makes it the better buy when Hy4 preview's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

GLM-4.5-Air Z.ai (Zhipu)

38.7

Rank #169 Confirmed

Hy4 preview Tencent

44.6

Rank #73 Reported

Summary

  • The widest gap is in math, where Hy4 preview leads 54.5 to 33.8.
  • GLM-4.5-Air is cheaper at $0.20 / $1.10 per million input/output tokens, against $0.83 / $2.50 for Hy4 preview.
  • Hy4 preview accepts more context: 1.05M tokens versus 131K.

Side by side

GLM-4.5-Air and Hy4 preview specifications
GLM-4.5-AirHy4 preview
ProviderZ.ai (Zhipu)Tencent
Noometry Index38.744.6
Released2025-07-202026-08-28
WeightsOpenOpen
Context window131K1.05M
Max output98K64K
Input $ / M tokens$0.20$0.83
Output $ / M tokens$1.10$2.50
Results tracked273

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Category by category

Coding Hy4 preview leads

GLM-4.5-Air: 34.5 (#225), Hy4 preview: 51.4 (#36)

Coding benchmarks
BenchmarkGLM-4.5-AirHy4 preview
LMArena WebDev—1633
GSO2.9%—
LMArena Coding1397—

Reasoning Hy4 preview leads

GLM-4.5-Air: 23.3 (#166), Hy4 preview: 30.6 (#75)

Reasoning benchmarks
BenchmarkGLM-4.5-AirHy4 preview
Kagi LLM Benchmark43%—
NYT Connections (extended)—68.2%
LMArena Hard Prompts1379—
ForecastBench59.2—

Math Hy4 preview leads

GLM-4.5-Air: 33.8 (#166), Hy4 preview: 54.5 (#37)

Math benchmarks
BenchmarkGLM-4.5-AirHy4 preview
ProofBench—75%
Omni-MATH39.1%—
LMArena Math1396—

Knowledge Not comparable

GLM-4.5-Air: 34.6 (#184), Hy4 preview: —

Knowledge benchmarks
BenchmarkGLM-4.5-AirHy4 preview
Humanity's Last Exam8.1%—
MMLU-Pro76.2%—
Vectara Hallucination Rate9.3%—
GPQA (HELM)59.4%—
LMArena Expert1370—

Multilingual Not comparable

GLM-4.5-Air: 49.4 (#130), Hy4 preview: —

Multilingual benchmarks
BenchmarkGLM-4.5-AirHy4 preview
LMArena Non-English1366—
LMArena Chinese1427—
LMArena French1399—
LMArena German1376—
LMArena Japanese1348—
LMArena Korean1306—
LMArena Russian1373—
LMArena Spanish1385—

Instruction Following Not comparable

GLM-4.5-Air: 69.8 (#165), Hy4 preview: —

Instruction Following benchmarks
BenchmarkGLM-4.5-AirHy4 preview
IFEval81.2%—
LMArena Instruction Following1353—

Long Context Not comparable

GLM-4.5-Air: 41.6 (#130), Hy4 preview: —

Long Context benchmarks
BenchmarkGLM-4.5-AirHy4 preview
LMArena Longer Query1367—

Writing & Preference Not comparable

GLM-4.5-Air: 56.1 (#134), Hy4 preview: —

Writing & Preference benchmarks
BenchmarkGLM-4.5-AirHy4 preview
LMArena Text1384—
LMArena Creative Writing1343—
WildBench78.9%—
LMArena Multi-Turn1371—

Frequently asked questions

Is GLM-4.5-Air better than Hy4 preview?

Hy4 preview is the stronger model overall, scoring 44.6 to 38.7 on the Noometry Index. GLM-4.5-Air costs 2.9× less per token, which makes it the better buy when Hy4 preview's lead doesn't matter for your workload.

Which is cheaper, GLM-4.5-Air or Hy4 preview?

GLM-4.5-Air is cheaper. It lists at $0.20 per million input tokens and $1.10 per million output tokens; Hy4 preview lists at $0.83 and $2.50.

Is GLM-4.5-Air or Hy4 preview better for coding?

Hy4 preview scores higher on coding benchmarks: 51.4 versus 34.5 in the Noometry coding category.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 131K.

How many benchmarks do GLM-4.5-Air and Hy4 preview share?

0 benchmarks have published results for both models. GLM-4.5-Air has 27 scored results on Noometry and Hy4 preview has 3.

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