GPT-5.4 nano (Non-reasoning) vs GPT-6 Astra (Xhigh)

GPT-5.4 nano (Non-reasoning) vs GPT-6 Astra (Xhigh). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 (Non-reasoning)GPT-6 Astra (Xhigh)Difference
Intelligence (higher is better)Not reported55.3— not comparable
Total AA cost (lower is better)Not reported$3,746.22— not comparable
End-to-end time (lower is better)3.65s186.77s+5017.0% GPT-6 Astra (Xhigh) is 5017.0% slower
Price per 1M tokens (in / out)$0.20 / $1.25$10.0 / $50.0
Input modalitiesText, ImageText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-nano-non-reasoning/gpt-6-astra-xhigh · Markdown: /api/v1/compare/gpt-5-4-nano-non-reasoning/gpt-6-astra-xhigh?format=md · llms.txt · agent skill