Apriel-v1.5-15B-Thinker vs Ling 3.1 Flash

Apriel-v1.5-15B-Thinker vs Ling 3.1 Flash. 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-v1.5-15B-ThinkerLing 3.1 FlashDifference
Intelligence (higher is better)13.841.1+197.8% Ling 3.1 Flash is 3.0× more intelligent
Total AA cost (lower is better)Not reported$1,014.56— not comparable
End-to-end time (lower is better)Not reported13.56s— not comparable
Price per 1M tokens (in / out)$0.00 / $0.00$0.30 / $0.90
Input modalitiesText, ImageText
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/apriel-v1-5-15b-thinker/ling-3-1-flash · Markdown: /api/v1/compare/apriel-v1-5-15b-thinker/ling-3-1-flash?format=md · llms.txt · agent skill