Apertus 8B Instruct vs Gemini 3.1 Pro Preview

Apertus 8B Instruct vs Gemini 3.1 Pro Preview. 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
-
GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
29.70
Total cost
$1935
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 InstructGemini 3.1 Pro PreviewDifference
Intelligence (higher is better)4.829.7+518.8% Gemini 3.1 Pro Preview is 6.2× more intelligent
Total AA cost (lower is better)Not reported$1,935.39— not comparable
End-to-end time (lower is better)7.35s24.90s+238.8% Gemini 3.1 Pro Preview is 238.8% slower
Price per 1M tokens (in / out)$0.10 / $0.20$2.00 / $12.0
Input modalitiesTextText, Image, Speech, Video
Open this matchup in the interactive pickerApertus 8B Instruct: what beats itGemini 3.1 Pro Preview: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/apertus-8b-instruct/gemini-3-1-pro-preview · Markdown: /api/v1/compare/apertus-8b-instruct/gemini-3-1-pro-preview?format=md · llms.txt · agent skill