GPT-5.4 (Low) vs Qwen3 VL 235B A22B Instruct

GPT-5.4 (Low) vs Qwen3 VL 235B A22B Instruct. 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 (Low)Qwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)27.69.9−64.1% Qwen3 VL 235B A22B In… is 64.1% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)8.97s11.98s+33.6% Qwen3 VL 235B A22B In… is 33.6% slower
Price per 1M tokens (in / out)$2.50 / $15.0$0.21 / $1.39
Input modalitiesText, ImageText, Image
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-low/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/gpt-5-4-low/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill