DeepSeek V4 Flash Vision (Max) vs Ling 3.0 Flash

DeepSeek V4 Flash Vision (Max) vs Ling 3.0 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

DeepSeekDeepSeek V4 Flash Vision (Max)Off the frontier
Intelligence
34.80
Total cost
$1081
InclusionAILing 3.0 FlashNot ranked · benchmark data missing
Intelligence
20.10
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.

MetricDeepSeek V4 Flash Vision (Max)Ling 3.0 FlashDifference
Intelligence (higher is better)34.820.1−42.2% Ling 3.0 Flash is 42.2% less intelligent
Total AA cost (lower is better)$1,081.42Not reported— not comparable
End-to-end time (lower is better)15.95s10.53s−34.0% Ling 3.0 Flash is 34.0% faster
Price per 1M tokens (in / out)$0.44 / $1.32$0.07 / $0.22
Input modalitiesText, ImageText
Open this matchup in the interactive pickerDeepSeek V4 Flash Vision (Max): what beats itLing 3.0 Flash: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-flash-vision/ling-3-0-flash · Markdown: /api/v1/compare/deepseek-v4-flash-vision/ling-3-0-flash?format=md · llms.txt · agent skill