DeepSeek V4.1 Flash 1017 (High) vs Ling 3.1 Flash

DeepSeek V4.1 Flash 1017 (High) 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.

MetricDeepSeek V4.1 Flash 1017 (High)Ling 3.1 FlashDifference
Intelligence (higher is better)28.5Not reported— not comparable
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)12.59s13.29s+5.6% Ling 3.1 Flash is 5.6% slower
Price per 1M tokens (in / out)$0.30 / $1.20$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/deepseek-v4-1-flash-1017-high/ling-3-1-flash · Markdown: /api/v1/compare/deepseek-v4-1-flash-1017-high/ling-3-1-flash?format=md · llms.txt · agent skill