GPT-5.4 nano (Medium) vs GPT-6 Astra (Max)

GPT-5.4 nano (Medium) vs GPT-6 Astra (Max). 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 (Medium)GPT-6 Astra (Max)Difference
Intelligence (higher is better)20.052.7+163.5% GPT-6 Astra (Max) is 2.6× more intelligent
Total AA cost (lower is better)Not reported$5,324.10— not comparable
End-to-end time (lower is better)10.01s328.93s+3186.0% GPT-6 Astra (Max) is 3186.0% 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-medium/gpt-6-astra · Markdown: /api/v1/compare/gpt-5-4-nano-medium/gpt-6-astra?format=md · llms.txt · agent skill