Gemini 3.1 Pro Preview vs Phi-4 Mini Instruct

Gemini 3.1 Pro Preview vs Phi-4 Mini 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
47.70
Total cost
$812
MicrosoftPhi-4 Mini InstructNot ranked · benchmark data missing
Intelligence
5.70
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 PreviewPhi-4 Mini InstructDifference
Intelligence (higher is better)47.75.7−88.1% Phi-4 Mini Instruct is 88.1% less intelligent
Total AA cost (lower is better)$811.90Not reported— not comparable
End-to-end time (lower is better)34.11s12.71s−62.7% Phi-4 Mini Instruct is 62.7% faster
Price per 1M tokens (in / out)$2.00 / $12.0$0.00 / $0.00
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itPhi-4 Mini Instruct: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/phi-4-mini · Markdown: /api/v1/compare/gemini-3-1-pro-preview/phi-4-mini?format=md · llms.txt · agent skill