Model comparison

GLM-4.5-Air vs Nova 2.0 Pro Preview

GLM-4.5-Air is the stronger model overall, scoring 38.9 to 33.4 on the Noometry Index.

Last verified . 0 shared benchmarks.

GLM-4.5-Air Z.ai (Zhipu)

38.9

Rank #177 Confirmed

Nova 2.0 Pro Preview Amazon

33.4

Rank #244 Reported

Summary

  • The widest gap is in coding, where Nova 2.0 Pro Preview leads 40.8 to 33.3.
  • GLM-4.5-Air has downloadable open weights; the other is API-only.

Side by side

GLM-4.5-Air and Nova 2.0 Pro Preview specifications
GLM-4.5-AirNova 2.0 Pro Preview
ProviderZ.ai (Zhipu)Amazon
Noometry Index38.933.4
Released2025-07-202025-12-02
WeightsOpenProprietary
Context window131K—
Max output98K—
Input $ / M tokens$0.20—
Output $ / M tokens$1.10—
Results tracked273

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Category by category

Coding Nova 2.0 Pro Preview leads

GLM-4.5-Air: 33.3 (#259), Nova 2.0 Pro Preview: 40.8 (#133)

Coding benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
SciCode—42.7%
GSO2.9%—
LMArena Coding1397—

Agentic & Tool Use Not comparable

GLM-4.5-Air: —, Nova 2.0 Pro Preview: 21.9 (#136)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
GDP.pdf—2%

Reasoning GLM-4.5-Air leads

GLM-4.5-Air: 24.1 (#166), Nova 2.0 Pro Preview: 22.4 (#194)

Reasoning benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
Kagi LLM Benchmark43%—
CritPt—0%
LMArena Hard Prompts1379—
ForecastBench59.2—

Math Not comparable

GLM-4.5-Air: 36.2 (#170), Nova 2.0 Pro Preview: —

Math benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
Omni-MATH39.1%—
LMArena Math1396—

Knowledge Not comparable

GLM-4.5-Air: 35.0 (#191), Nova 2.0 Pro Preview: —

Knowledge benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro 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: 49.1 (#135), Nova 2.0 Pro Preview: —

Multilingual benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
LMArena Non-English1366—
LMArena Chinese1426—
LMArena French1399—
LMArena German1377—
LMArena Japanese1348—
LMArena Korean1308—
LMArena Russian1373—
LMArena Spanish1386—

Instruction Following Not comparable

GLM-4.5-Air: 69.6 (#171), Nova 2.0 Pro Preview: —

Instruction Following benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
IFEval81.2%—
LMArena Instruction Following1354—

Long Context Not comparable

GLM-4.5-Air: 41.6 (#135), Nova 2.0 Pro Preview: —

Long Context benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
LMArena Longer Query1366—

Writing & Preference Not comparable

GLM-4.5-Air: 55.9 (#139), Nova 2.0 Pro Preview: —

Writing & Preference benchmarks
BenchmarkGLM-4.5-AirNova 2.0 Pro Preview
LMArena Text1384—
LMArena Creative Writing1343—
WildBench78.9%—
LMArena Multi-Turn1371—

Frequently asked questions

Is GLM-4.5-Air better than Nova 2.0 Pro Preview?

GLM-4.5-Air is the stronger model overall, scoring 38.9 to 33.4 on the Noometry Index.

Is GLM-4.5-Air or Nova 2.0 Pro Preview better for coding?

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.8 versus 33.3 in the Noometry coding category.

How many benchmarks do GLM-4.5-Air and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. GLM-4.5-Air has 27 scored results on Noometry and Nova 2.0 Pro Preview has 3.

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