GPT-5.4 mini (Xhigh) vs Inkling (Xhigh)

GPT-5.4 mini (Xhigh) 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.

OpenAIGPT-5.4 mini (Xhigh)Off the frontier
Intelligence
24.10
Total cost
$1524
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.

MetricGPT-5.4 mini (Xhigh)Inkling (Xhigh)Difference
Intelligence (higher is better)24.125.0+3.7% Inkling (Xhigh) is 3.7% more intelligent
Total AA cost (lower is better)$1,524.02Not reported— not comparable
End-to-end time (lower is better)115.75s13.75s−88.1% Inkling (Xhigh) is 88.1% faster
Price per 1M tokens (in / out)$0.75 / $4.50$1.00 / $4.05
Input modalitiesText, ImageText, Image, Speech
Open this matchup in the interactive pickerGPT-5.4 mini (Xhigh): 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/gpt-5-4-mini/inkling · Markdown: /api/v1/compare/gpt-5-4-mini/inkling?format=md · llms.txt · agent skill