GPT-5.2 Codex (Xhigh) vs Qwen3 VL 235B A22B Instruct

GPT-5.2 Codex (Xhigh) 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.

OpenAIGPT-5.2 Codex (Xhigh)Not ranked · benchmark data missing
Intelligence
28.50
Total cost
-
AlibabaQwen3 VL 235B A22B InstructNot ranked · benchmark data missing
Intelligence
9.90
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-5.2 Codex (Xhigh)Qwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)28.59.9−65.3% Qwen3 VL 235B A22B In… is 65.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)134.75s12.28s−90.9% Qwen3 VL 235B A22B In… is 90.9% faster
Price per 1M tokens (in / out)$1.75 / $14.0$0.21 / $1.39
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerGPT-5.2 Codex (Xhigh): what beats itQwen3 VL 235B A22B Instruct: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-2-codex/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/gpt-5-2-codex/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill