Model comparison

GLM-4.5-Air vs GPT-5.5 Pro

GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 38.9 on the Noometry Index. GLM-4.5-Air costs 159× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

GLM-4.5-Air Z.ai (Zhipu)

38.9

Rank #177 Confirmed

GPT-5.5 Pro OpenAI

64.3

Rank #8 Confirmed

Summary

  • The widest gap is in reasoning, where GPT-5.5 Pro leads 73.3 to 24.1.
  • GLM-4.5-Air is cheaper at $0.20 / $1.10 per million input/output tokens, against $30 / $180 for GPT-5.5 Pro.
  • GPT-5.5 Pro accepts more context: 1.05M tokens versus 131K.
  • GLM-4.5-Air has downloadable open weights; the other is API-only.

Side by side

GLM-4.5-Air and GPT-5.5 Pro specifications
GLM-4.5-AirGPT-5.5 Pro
ProviderZ.ai (Zhipu)OpenAI
Noometry Index38.964.3
Released2025-07-202026-04-23
WeightsOpenProprietary
Context window131K1.05M
Max output98K128K
Input $ / M tokens$0.20$30
Output $ / M tokens$1.10$180
Results tracked2714

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Category by category

Coding Not comparable

GLM-4.5-Air: 33.3 (#259), GPT-5.5 Pro: —

Coding benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
GSO2.9%—
LMArena Coding1397—

Reasoning GPT-5.5 Pro leads

GLM-4.5-Air: 24.1 (#166), GPT-5.5 Pro: 73.3 (#10)

Reasoning benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
ARC-AGI-2—84.6%
SimpleBench—76.9%
Kagi LLM Benchmark43%—
ARC-AGI-1—96.5%
CritPt—30.6%
Chess Puzzles—64%
LMArena Hard Prompts1379—
DTBench—96%
LMCA—53.9%
Epoch Capabilities Index—162.07
ForecastBench59.2—

Math GPT-5.5 Pro leads

GLM-4.5-Air: 36.2 (#170), GPT-5.5 Pro: 84.0 (#10)

Math benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
FrontierMath (Tiers 1-3)—87.7%
FrontierMath Tier 4—78%
OTIS Mock AIME 2024-2025—100%
Omni-MATH39.1%—
LMArena Math1396—
FrontierMath (Feb 2025 set)—52.4%
FrontierMath Tier 4 (v1)—39.6%

Knowledge GPT-5.5 Pro leads

GLM-4.5-Air: 35.0 (#191), GPT-5.5 Pro: 64.1 (#19)

Knowledge benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
GPQA Diamond—93.9%
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), GPT-5.5 Pro: —

Multilingual benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
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), GPT-5.5 Pro: —

Instruction Following benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
IFEval81.2%—
LMArena Instruction Following1354—

Long Context Not comparable

GLM-4.5-Air: 41.6 (#135), GPT-5.5 Pro: —

Long Context benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
LMArena Longer Query1366—

Writing & Preference Not comparable

GLM-4.5-Air: 55.9 (#139), GPT-5.5 Pro: —

Writing & Preference benchmarks
BenchmarkGLM-4.5-AirGPT-5.5 Pro
LMArena Text1384—
LMArena Creative Writing1343—
WildBench78.9%—
LMArena Multi-Turn1371—

Frequently asked questions

Is GLM-4.5-Air better than GPT-5.5 Pro?

GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 38.9 on the Noometry Index. GLM-4.5-Air costs 159× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.

Which is cheaper, GLM-4.5-Air or GPT-5.5 Pro?

GLM-4.5-Air is cheaper. It lists at $0.20 per million input tokens and $1.10 per million output tokens; GPT-5.5 Pro lists at $30 and $180.

Which has the bigger context window?

GPT-5.5 Pro does, with 1.05M tokens against 131K.

How many benchmarks do GLM-4.5-Air and GPT-5.5 Pro share?

0 benchmarks have published results for both models. GLM-4.5-Air has 27 scored results on Noometry and GPT-5.5 Pro has 14.

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