GLM 4.5 vs GLM 4.5 Air

GLM 4.5 Air is the cheaper of the two, though not evenly: its input costs 67% less than GLM 4.5's, $0.20 per 1M against $0.60, while its output is only 50% cheaper, $1.10 against $2.20. Caching widens the gap: over a thousand agent loops, where most of each prompt comes from cache, that is $41.40 against $120.80.

What the extra 135% buys is 4.9 points of graduate-level science (GPQA Diamond): 78.2 (Reasoning) against 73.3. GLM 4.5 Air is the one to pick unless you need GLM 4.5's lead on graduate-level science.

Standard pay-as-you-go prices, as of 26 Jul 2025. Last updated 30 Sep 2026.

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Cheaper overall

GLM 4.5 Air

58% lower blended rate

Higher benchmark scores

GLM 4.5

leads on 13 of 15 figures

Bigger context window

GLM 4.5 Air

131,072 vs 128,000 tokens

Cheaper cached input

GLM 4.5 Air

$0.03 vs $0.11, 73% less

Where each one wins

GLM 4.5

  • Higher graduate-level science (GPQA Diamond) 78.2 vs 73.3
  • Higher expert-exam performance (Humanity's Last Exam) 13 vs 7
  • Higher instruction following (IFBench) 44.1 vs 37.6
  • Ahead on 10 more benchmark figures

GLM 4.5 Air

  • Cheaper input tokens $0.20 vs $0.60, 67% less
  • Cheaper output tokens $1.10 vs $2.20, 50% less
  • Cheaper cached input $0.03 vs $0.11, 73% less
  • Cheaper on all four workloads
  • Larger context window 131,072 tokens
  • Higher support-agent performance (ฯ„ยฒ-Bench Telecom) 46.5 vs 43
  • Higher Dataviz Elo 1,197 vs 1,169

What four workloads cost

One run, and the same run a thousand times.

GLM 4.5 Air is cheaper on all four workloads, by much the same margin each time โ€” about 2.6 times, from $0.0008 against $0.0017 on a chat turn to $0.0414 against $0.1208 on a long document.

Workload GLM 4.5 GLM 4.5 Air ร—1,000 Difference
Chat turn 1,000 in / 500 out $0.0017 $0.0008 $1.70 / $0.7500 GLM 4.5 Air is 56% cheaper
RAG answer 10,000 in / 800 out $0.0078 $0.0029 $7.76 / $2.88 GLM 4.5 Air is 63% cheaper
Agent loop 32,000 in / 700 out ร— 20 calls $0.1208 $0.0414 $120.80 / $41.40 GLM 4.5 Air is 66% cheaper
Long document 400,000 in / 3,000 out GLM 4.5's context window holds 128,000 tokens, so a 400,000-token prompt does not fit.

Price your own token counts for these two โ†’

Price per 1M tokens

Neither model changes its rate with prompt length, so these rates apply to every request.

Context band Price GLM 4.5 GLM 4.5 Air Difference
Any prompt length Input $0.60 $0.20 GLM 4.5 Air is 67% cheaper
Any prompt length Cached input $0.11 $0.03 GLM 4.5 Air is 73% cheaper
Any prompt length Output $2.20 $1.10 GLM 4.5 Air is 50% cheaper

Blended: GLM 4.5 $1.00, GLM 4.5 Air $0.425 per 1M โ€” one rate at 3:1 input to output, for comparing two models at a glance.

Both priced by Z.ai. Standard tier, pay-as-you-go.

Benchmarks

They share 16 figures: GLM 4.5 leads on 13, GLM 4.5 Air on 2. The widest gap is 51 points, on Gamedev Elo.

Graduate-level science

GPQA Diamond โ€” Graduate-level questions in biology, chemistry & physics

GLM 4.5 78.2
GLM 4.5 Air 73.3

GLM 4.5 ahead by 4.9

Expert-exam performance

Humanity's Last Exam โ€” Expert-level questions across many academic domains

GLM 4.5 13
GLM 4.5 Air 7

GLM 4.5 ahead by 6

Instruction following

IFBench โ€” Precise following of detailed instructions

GLM 4.5 44.1
GLM 4.5 Air 37.6

GLM 4.5 ahead by 6.5

Support-agent performance

ฯ„ยฒ-Bench Telecom โ€” Tool-using agent tasks in a telecom support setting

GLM 4.5 43
GLM 4.5 Air 46.5

GLM 4.5 Air ahead by 3.5

Long-context reasoning

AA-LCR โ€” Long-context reasoning across large inputs

GLM 4.5 52.7
GLM 4.5 Air 46.7

GLM 4.5 ahead by 6

Command-line work

Terminal-Bench Hard โ€” Complex command-line and terminal workflows

GLM 4.5 22
GLM 4.5 Air 20.5

GLM 4.5 ahead by 1.5

Physics research reasoning

CritPt โ€” Unpublished physics research reasoning problems

GLM 4.5 0
GLM 4.5 Air 0

Level

Factual accuracy

Omniscience Accuracy โ€” Breadth of factual knowledge across domains

GLM 4.5 25.1
GLM 4.5 Air 16.3

GLM 4.5 ahead by 8.8

Answer reliability

Omniscience Non-Hallucination โ€” How reliably the model avoids fabricated answers

GLM 4.5 29.9
GLM 4.5 Air 7.1

GLM 4.5 ahead by 22.8

3d Elo

Design Arena head-to-head rating in the 3d category

GLM 4.5 1,189
GLM 4.5 Air 1,141

GLM 4.5 ahead by 48

Codecategories Elo

Design Arena head-to-head rating in the codecategories category

GLM 4.5 1,174
GLM 4.5 Air 1,147

GLM 4.5 ahead by 27

Dataviz Elo

Design Arena head-to-head rating in the dataviz category

GLM 4.5 1,169
GLM 4.5 Air 1,197

GLM 4.5 Air ahead by 28

Gamedev Elo

Design Arena head-to-head rating in the gamedev category

GLM 4.5 1,159
GLM 4.5 Air 1,108

GLM 4.5 ahead by 51

Svg Elo

Design Arena head-to-head rating in the svg category

GLM 4.5 1,105
GLM 4.5 Air 1,080

GLM 4.5 ahead by 25

Uicomponent Elo

Design Arena head-to-head rating in the uicomponent category

GLM 4.5 1,152
GLM 4.5 Air 1,131

GLM 4.5 ahead by 21

Website Elo

Design Arena head-to-head rating in the website category

GLM 4.5 1,178
GLM 4.5 Air 1,154

GLM 4.5 ahead by 24

Each figure is that model's best published run, with the effort level named beside it โ€” where these scores come from.

Specifications

GLM 4.5 Air holds 3,072 more input tokens in one request. Both list the same capabilities, so nothing here separates them.

Specification GLM 4.5 GLM 4.5 Air
Context window 128,000 tokens 131,072 tokens
Max output 98,304 tokens 98,304 tokens
Takes in Text Text
Puts out Text Text
Knowledge cutoff 31 Dec 2024 31 Dec 2024
Released 26 Jul 2025 26 Jul 2025
Status Active Active
Sold by Z.ai Z.ai
Tool use Yes Yes
Structured outputs Not listed Not listed
Web search Not listed Not listed
Prompt caching Yes Yes
Code execution Not listed Not listed
Computer use Not listed Not listed
Open weights Yes Yes
Reasoning Yes Yes

FAQs

Is GLM 4.5 cheaper than GLM 4.5 Air?
No โ€” the other way round. A 1,000-token prompt with a 500-token reply costs $0.0017 on GLM 4.5 and $0.0008 on GLM 4.5 Air, and the same model is cheaper on every workload on this page.
How much do GLM 4.5 and GLM 4.5 Air cost per 1M tokens?
GLM 4.5 costs $0.60 for input and $2.20 for output. GLM 4.5 Air costs $0.20 and $1.10. Standard pay-as-you-go rates, as of 26 Jul 2025.
Which is better, GLM 4.5 or GLM 4.5 Air?
On published benchmarks, GLM 4.5. It leads on 13 of the 16 figures both models report, including graduate-level science (GPQA Diamond), where it scores 78.2 against 73.3.
Does GLM 4.5 or GLM 4.5 Air have a bigger context window?
GLM 4.5 Air, at 131,072 tokens against 128,000. That is 3,072 more input tokens in a single request.

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