DeepSeek Coder V2 Lite Instruct vs Gemini 3.1 Pro Preview

DeepSeek Coder V2 Lite Instruct vs Gemini 3.1 Pro Preview. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

DeepSeekDeepSeek Coder V2 Lite InstructNot ranked · benchmark data missing
Intelligence
5.30
Total cost
-
GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
30.40
Total cost
$1310
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 Coder V2 Lite InstructGemini 3.1 Pro PreviewDifference
Intelligence (higher is better)5.330.4+473.6% Gemini 3.1 Pro Preview is 5.7× more intelligent
Total AA cost (lower is better)Not reported$1,310.21— not comparable
End-to-end time (lower is better)Not reported31.47s— not comparable
Price per 1M tokens (in / out)—$2.00 / $12.0
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerDeepSeek Coder V2 Lite Instruct: what beats itGemini 3.1 Pro Preview: 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-coder-v2-lite/gemini-3-1-pro-preview · Markdown: /api/v1/compare/deepseek-coder-v2-lite/gemini-3-1-pro-preview?format=md · llms.txt · agent skill