DeepSeek V3.1 (Non-reasoning) vs GPT-5.4 (Xhigh)

DeepSeek V3.1 (Non-reasoning) vs GPT-5.4 (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.

MetricDeepSeek V3.1 (Non-reasoning)GPT-5.4 (Xhigh)Difference
Intelligence (higher is better)13.739.0+184.7% GPT-5.4 (Xhigh) is 2.8× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.48s137.54s+2022.5% GPT-5.4 (Xhigh) is 2022.5% slower
Price per 1M tokens (in / out)$0.56 / $1.68$2.50 / $15.0
Input modalitiesTextText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v3-1/gpt-5-4 · Markdown: /api/v1/compare/deepseek-v3-1/gpt-5-4?format=md · llms.txt · agent skill