GPT-6.1 Terra (Xhigh) vs Qwen3 VL 235B A22B Instruct

GPT-6.1 Terra (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-6.1 Terra (Xhigh)Off the frontier
Intelligence
45.40
Total cost
$365
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-6.1 Terra (Xhigh)Qwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)45.49.9−78.2% Qwen3 VL 235B A22B In… is 78.2% less intelligent
Total AA cost (lower is better)$364.95Not reported— not comparable
End-to-end time (lower is better)18.82s11.56s−38.6% Qwen3 VL 235B A22B In… is 38.6% faster
Price per 1M tokens (in / out)$1.00 / $5.00$0.21 / $1.39
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerGPT-6.1 Terra (Xhigh): what beats itQwen3 VL 235B A22B Instruct: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-1-terra-xhigh/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/gpt-6-1-terra-xhigh/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill