Apertus 8B Instruct vs Qwen3 VL 235B A22B Instruct

Apertus 8B Instruct 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.

Swiss AI InitiativeApertus 8B InstructNot ranked · benchmark data missing
Intelligence
4.80
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.

MetricApertus 8B InstructQwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)4.89.9+106.3% Qwen3 VL 235B A22B In… is 2.1× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)7.38s12.28s+66.4% Qwen3 VL 235B A22B In… is 66.4% slower
Price per 1M tokens (in / out)$0.10 / $0.20$0.21 / $1.39
Input modalitiesTextText, Image
Open this matchup in the interactive pickerApertus 8B Instruct: what beats itQwen3 VL 235B A22B Instruct: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/apertus-8b-instruct/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/apertus-8b-instruct/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill