GLM-5.3-Flash vs Inkling (Xhigh)

GLM-5.3-Flash vs Inkling (Xhigh). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Z AIGLM-5.3-FlashOff the frontier
Intelligence
41.80
Total cost
$306
Thinking MachinesInkling (Xhigh)Not ranked · benchmark data missing
Intelligence
25.00
Total cost
-
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-5.3-FlashInkling (Xhigh)Difference
Intelligence (higher is better)41.825.0−40.2% Inkling (Xhigh) is 40.2% less intelligent
Total AA cost (lower is better)$305.52Not reported— not comparable
End-to-end time (lower is better)39.33s14.41s−63.4% Inkling (Xhigh) is 63.4% faster
Price per 1M tokens (in / out)$0.15 / $0.50$1.00 / $4.05
Input modalitiesText, ImageText, Image, Speech
Open this matchup in the interactive pickerGLM-5.3-Flash: what beats itInkling (Xhigh): what beats it
Matchup

Compare something else

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