GPT-5.4 nano (Xhigh) vs Motif 3

GPT-5.4 nano (Xhigh) vs Motif 3. 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 nano (Xhigh)Off the frontier
Intelligence
20.70
Total cost
$331
Motif TechnologiesMotif 3Not ranked · benchmark data missing
Intelligence
33.60
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 nano (Xhigh)Motif 3Difference
Intelligence (higher is better)20.733.6+62.3% Motif 3 is 62.3% more intelligent
Total AA cost (lower is better)$331.24Not reported— not comparable
End-to-end time (lower is better)53.29sNot reported— not comparable
Price per 1M tokens (in / out)$0.20 / $1.25—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 nano (Xhigh): what beats itMotif 3: 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-nano/motif-3 · Markdown: /api/v1/compare/gpt-5-4-nano/motif-3?format=md · llms.txt · agent skill