Apriel-v1.6-15B-Thinker vs Gemini 3.1 Flash-Lite

Apriel-v1.6-15B-Thinker vs Gemini 3.1 Flash-Lite. 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.

MetricApriel-v1.6-15B-ThinkerGemini 3.1 Flash-LiteDifference
Intelligence (higher is better)13.415.6+16.4% Gemini 3.1 Flash-Lite is 16.4% more intelligent
Total AA cost (lower is better)Not reported$155.87— not comparable
End-to-end time (lower is better)Not reported6.15s— not comparable
Price per 1M tokens (in / out)—$0.25 / $1.50
Input modalitiesText, ImageText, Image, Speech, Video
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/apriel-v1-6-15b-thinker/gemini-3-1-flash-lite-preview · Markdown: /api/v1/compare/apriel-v1-6-15b-thinker/gemini-3-1-flash-lite-preview?format=md · llms.txt · agent skill