Model Profile

GLM-4.5-Air

Name: GLM-4.5-Air
Author: zai-org

4,096 ctxOpen weights

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: zai-org/GLM-4.5-Air

Author: zai-org

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 14.5%

Evidence points: 37

Raw rows: 121

Weighted rows: 13

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 201,596

Some fit rows have limited benchmark evidence.

12 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

121

Weighted Measurements

Weighted Sources

Raw Source Coverage

ugi_main 60galileo_agent_v2 34artificialanalysis_llm_performance 9swe_rebench_leaderboard 7artificialanalysis_cost_quality_frontier 6artificialanalysis_deployment_perf 5

Weighted Source Coverage

galileo_agent_v2 10ugi_main 3

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Claims summary use_case.ins.claims_summary	insurance	12.6%	16.3%	4	Galileo Agent Leaderboard v2: Insurance TSQ
Product positioning and messaging use_case.mkt.product_positioning	marketing_sales	12.0%	15.2%	3	Galileo Agent Leaderboard v2: Avg TSQ
Campaign brief use_case.mkt.campaign_brief	marketing_sales	12.0%	15.2%	3	Galileo Agent Leaderboard v2: Avg TSQ
Social post generation use_case.mkt.social_post_generation	marketing_sales	12.0%	15.2%	3	Galileo Agent Leaderboard v2: Avg TSQ
FNOL structuring use_case.ins.fnol_structuring	insurance	11.3%	14.6%	4	Galileo Agent Leaderboard v2: Insurance TSQ
Personalized sales outreach use_case.mkt.sales_outreach_personalized	marketing_sales	10.5%	13.2%	3	Galileo Agent Leaderboard v2: Avg TSQ
Ad copy variants use_case.mkt.ad_copy_variants	marketing_sales	10.5%	13.2%	3	Galileo Agent Leaderboard v2: Avg TSQ
Terraform generation use_case.sre.iac_terraform	devops_sre	10.1%	14.5%	2	Galileo Agent Leaderboard v2: Avg AC
Config debugging use_case.sre.config_debugging	devops_sre	10.1%	14.5%	2	Galileo Agent Leaderboard v2: Avg AC
Kubernetes manifest generation use_case.sre.iac_k8s	devops_sre	10.1%	14.5%	2	Galileo Agent Leaderboard v2: Avg AC
Underwriting submission ingest use_case.ins.underwriting_submission_ingest	insurance	9.8%	12.7%	4	Galileo Agent Leaderboard v2: Insurance TSQ
Poetry and lyrics use_case.creative.poetry_lyrics	creative	9.0%	14.4%	4	UGI Leaderboard: Writing ✍️

Deployment Fit Calculator

Model

GLM-4.5-Air

zai-org/GLM-4.5-Air

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient