DeepSeek V4.1 Flash (Non-reasoning) vs LongCat Flash Lite

DeepSeek V4.1 Flash (Non-reasoning) vs LongCat Flash Lite. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

DeepSeekDeepSeek V4.1 Flash (Non-reasoning)Off the frontier
Intelligence
24.70
Total cost
$239
LongCatLongCat Flash LiteNot ranked · benchmark data missing
Intelligence
11.50
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 V4.1 Flash (Non-reasoning)LongCat Flash LiteDifference
Intelligence (higher is better)24.711.5−53.4% LongCat Flash Lite is 53.4% less intelligent
Total AA cost (lower is better)$238.91Not reported— not comparable
End-to-end time (lower is better)2.71sNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $1.20—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerDeepSeek V4.1 Flash (Non-reasoning): what beats itLongCat Flash Lite: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/longcat-flash-lite · Markdown: /api/v1/compare/deepseek-v4-1-flash-non-reasoning/longcat-flash-lite?format=md · llms.txt · agent skill