Gemini 3.1 Pro Preview vs LFM2.5-1.2B-Instruct

Gemini 3.1 Pro Preview vs LFM2.5-1.2B-Instruct. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
29.70
Total cost
$1935
Liquid AILFM2.5-1.2B-InstructNot ranked · benchmark data missing
Intelligence
5.20
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.

MetricGemini 3.1 Pro PreviewLFM2.5-1.2B-InstructDifference
Intelligence (higher is better)29.75.2−82.5% LFM2.5-1.2B-Instruct is 82.5% less intelligent
Total AA cost (lower is better)$1,935.39Not reported— not comparable
End-to-end time (lower is better)24.21sNot reported— not comparable
Price per 1M tokens (in / out)$2.00 / $12.0—
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itLFM2.5-1.2B-Instruct: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/lfm2-5-1-2b-instruct · Markdown: /api/v1/compare/gemini-3-1-pro-preview/lfm2-5-1-2b-instruct?format=md · llms.txt · agent skill