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AI models
zai

GLM-4.5-Air

AI model

API mode
Chat*
Context window
131,072 tokens
Maximum output
32,000 tokens*
Open weights
Yes

Capability & preference

Human preference · Arena

Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.

GLM-4.5-Air 1383.7 GLM-4.5-Air · 95% interval 1379.5–1387.9 · 30,652 votes · 2026-10-28

Recorded results

Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.

Arena text preference / chinesehuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,425.98 rating

Confidence interval: 1,413.42 – 1,438.54

2234 votes

Category
chinese
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,396.75 rating

Confidence interval: 1,389.04 – 1,404.45

6099 votes

Category
coding
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,343.12 rating

Confidence interval: 1,333.66 – 1,352.59

3996 votes

Category
creative_writing
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,397.40 rating

Confidence interval: 1,391.72 – 1,403.09

13217 votes

Category
english
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,357.51 rating

Confidence interval: 1,351.63 – 1,363.40

21527 votes

Category
exclude_ties
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,370.08 rating

Confidence interval: 1,354.79 – 1,385.37

1472 votes

Category
expert
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,399.65 rating

Confidence interval: 1,372.52 – 1,426.77

520 votes

Category
french
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,377.44 rating

Confidence interval: 1,355.71 – 1,399.17

744 votes

Category
german
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,378.64 rating

Confidence interval: 1,373.17 – 1,384.11

14890 votes

Category
hard_prompts
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,387.76 rating

Confidence interval: 1,380.34 – 1,395.18

6578 votes

Category
hard_prompts_english
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,370.48 rating

Confidence interval: 1,362.34 – 1,378.62

5501 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,339.50 rating

Confidence interval: 1,331.56 – 1,347.44

5692 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,381.95 rating

Confidence interval: 1,368.53 – 1,395.38

1907 votes

Category
industry_legal_and_government
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,406.86 rating

Confidence interval: 1,398.37 – 1,415.34

4917 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,395.53 rating

Confidence interval: 1,380.28 – 1,410.78

1463 votes

Category
industry_mathematical
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,401.34 rating

Confidence interval: 1,386.95 – 1,415.73

1646 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,401.00 rating

Confidence interval: 1,394.77 – 1,407.22

10456 votes

Category
industry_software_and_it_services
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,354.12 rating

Confidence interval: 1,346.78 – 1,361.47

6983 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,353.74 rating

Confidence interval: 1,346.91 – 1,360.58

8198 votes

Category
instruction_following
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,347.70 rating

Confidence interval: 1,326.94 – 1,368.47

845 votes

Category
japanese
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,307.86 rating

Confidence interval: 1,284.71 – 1,331.02

673 votes

Category
korean
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,365.93 rating

Confidence interval: 1,358.47 – 1,373.39

6767 votes

Category
longer_query
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,395.53 rating

Confidence interval: 1,380.74 – 1,410.33

1529 votes

Category
math
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,370.99 rating

Confidence interval: 1,362.47 – 1,379.51

4994 votes

Category
multi_turn
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,366.04 rating

Confidence interval: 1,360.84 – 1,371.25

17393 votes

Category
non_english
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,383.69 rating

Confidence interval: 1,379.46 – 1,387.92

30652 votes

Category
overall
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,367.44 rating

Confidence interval: 1,353.25 – 1,381.63

1861 votes

Category
polish
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,373.02 rating

Confidence interval: 1,360.39 – 1,385.64

2003 votes

Category
russian
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-28 · rating

GLM-4.5-Air

1,385.56 rating

Confidence interval: 1,364.59 – 1,406.52

824 votes

Category
spanish
Evaluated configuration
GLM-4.5-Air
Evaluation type
human preference
Arena text preference / chinesehuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,425.96 rating

Confidence interval: 1,413.40 – 1,438.52

2235 votes

Category
chinese
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,397.09 rating

Confidence interval: 1,389.39 – 1,404.80

6101 votes

Category
coding
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,343.29 rating

Confidence interval: 1,333.83 – 1,352.75

3999 votes

Category
creative_writing
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,397.43 rating

Confidence interval: 1,391.75 – 1,403.12

13218 votes

Category
english
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,357.53 rating

Confidence interval: 1,351.65 – 1,363.42

21535 votes

Category
exclude_ties
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,370.33 rating

Confidence interval: 1,355.04 – 1,385.63

1471 votes

Category
expert
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,399.17 rating

Confidence interval: 1,372.04 – 1,426.31

520 votes

Category
french
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,377.04 rating

Confidence interval: 1,355.30 – 1,398.78

743 votes

Category
german
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,378.69 rating

Confidence interval: 1,373.22 – 1,384.16

14892 votes

Category
hard_prompts
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,387.68 rating

Confidence interval: 1,380.26 – 1,395.11

6577 votes

Category
hard_prompts_english
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,370.42 rating

Confidence interval: 1,362.28 – 1,378.56

5503 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,339.50 rating

Confidence interval: 1,331.56 – 1,347.43

5697 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,381.41 rating

Confidence interval: 1,367.99 – 1,394.83

1909 votes

Category
industry_legal_and_government
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,406.83 rating

Confidence interval: 1,398.35 – 1,415.32

4921 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,395.54 rating

Confidence interval: 1,380.30 – 1,410.78

1464 votes

Category
industry_mathematical
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,401.44 rating

Confidence interval: 1,387.04 – 1,415.83

1645 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,401.15 rating

Confidence interval: 1,394.92 – 1,407.38

10457 votes

Category
industry_software_and_it_services
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,354.18 rating

Confidence interval: 1,346.84 – 1,361.52

6987 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,353.66 rating

Confidence interval: 1,346.83 – 1,360.50

8201 votes

Category
instruction_following
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,347.97 rating

Confidence interval: 1,327.19 – 1,368.74

845 votes

Category
japanese
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,307.50 rating

Confidence interval: 1,284.36 – 1,330.65

674 votes

Category
korean
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,366.11 rating

Confidence interval: 1,358.65 – 1,373.57

6773 votes

Category
longer_query
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,395.54 rating

Confidence interval: 1,380.74 – 1,410.33

1529 votes

Category
math
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,371.07 rating

Confidence interval: 1,362.54 – 1,379.59

4994 votes

Category
multi_turn
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,366.04 rating

Confidence interval: 1,360.84 – 1,371.25

17400 votes

Category
non_english
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,383.69 rating

Confidence interval: 1,379.47 – 1,387.92

30660 votes

Category
overall
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,367.72 rating

Confidence interval: 1,353.54 – 1,381.91

1861 votes

Category
polish
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,372.91 rating

Confidence interval: 1,360.29 – 1,385.53

2005 votes

Category
russian
Evaluated configuration
glm-4.5-air
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating

GLM-4.5-Air

1,385.45 rating

Confidence interval: 1,364.47 – 1,406.42

824 votes

Category
spanish
Evaluated configuration
glm-4.5-air
Evaluation type
human preference

Run it locally

Inference · memory estimate

GLM-4.5-Air

205.8 GiB checkpoint tensor payload · 110.47 B stored tensor elements · BF16/F32

Stored tensors can include buffers and repeated shared weights. A verified unique parameter count is unavailable. Checkpoint size is not the memory required to run the model.

Capabilities

Context window
131,072 tokens
Maximum input
128,000 tokens*
Maximum output
32,000 tokens*
Tool calling
Yes*
Open weights
Yes
API mode
Chat*
Tool choice
Yes*
Model license
mit
Checkpoint tensor payload
205.76 GiB

Input modalities

  • text

Output modalities

  • text

Processing & platform

Architecture
glm4_moe

System configuration

Detailed specifications

Specifications · 8 fields
input cost per token
2.0e-7*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
litellm provider
zai*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max input tokens
128,000*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
max output tokens
32,000*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
mode
chat*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
output cost per token
1.1e-6*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports function calling
Yes*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*
supports tool choice
Yes*
Scope and conditions
native_context
provider
zai*
mode
chat*
full_native_model_id
zai/glm-4.5-air*
pricing_scope
Literal source field names and values retained; provider, region, cache/batch/threshold conditions and per-unit meaning must be checked. max_tokens is not automatically a context limit.*

* Provisional data