GLM-4.5-Air vs Ling 3.1 Flash

GLM-4.5-Air vs Ling 3.1 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Z AIGLM-4.5-AirNot ranked · benchmark data missing
Intelligence
11.10
Total cost
-
InclusionAILing 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricGLM-4.5-AirLing 3.1 FlashDifference
Intelligence (higher is better)11.141.1+270.3% Ling 3.1 Flash is 3.7× more intelligent
Total AA cost (lower is better)Not reported$1,014.56— not comparable
End-to-end time (lower is better)32.38s13.56s−58.1% Ling 3.1 Flash is 58.1% faster
Price per 1M tokens (in / out)$0.17 / $0.98$0.30 / $0.90
Input modalitiesTextText
Open this matchup in the interactive pickerGLM-4.5-Air: what beats itLing 3.1 Flash: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/glm-4-5-air/ling-3-1-flash · Markdown: /api/v1/compare/glm-4-5-air/ling-3-1-flash?format=md · llms.txt · agent skill