GLM-5.3 (Low) vs Inkling (Xhigh)

GLM-5.3 (Low) 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 (Low)Off the frontier
Intelligence
34.30
Total cost
$1013
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 (Low)Inkling (Xhigh)Difference
Intelligence (higher is better)34.325.0−27.1% Inkling (Xhigh) is 27.1% less intelligent
Total AA cost (lower is better)$1,012.50Not reported— not comparable
End-to-end time (lower is better)31.17s13.75s−55.9% Inkling (Xhigh) is 55.9% faster
Price per 1M tokens (in / out)$1.40 / $4.40$1.00 / $4.05
Input modalitiesTextText, Image, Speech
Open this matchup in the interactive pickerGLM-5.3 (Low): 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-low/inkling · Markdown: /api/v1/compare/glm-5-3-low/inkling?format=md · llms.txt · agent skill