Gemini 3.1 Pro Preview vs Inkling (Xhigh)

Gemini 3.1 Pro Preview vs Inkling (Xhigh). 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
Thinking MachinesInkling (Xhigh)Not ranked · benchmark data missing
Intelligence
25.00
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 PreviewInkling (Xhigh)Difference
Intelligence (higher is better)29.725.0−15.8% Inkling (Xhigh) is 15.8% less intelligent
Total AA cost (lower is better)$1,935.39Not reported— not comparable
End-to-end time (lower is better)24.21s13.75s−43.2% Inkling (Xhigh) is 43.2% faster
Price per 1M tokens (in / out)$2.00 / $12.0$1.00 / $4.05
Input modalitiesText, Image, Speech, VideoText, Image, Speech
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itInkling (Xhigh): 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/inkling · Markdown: /api/v1/compare/gemini-3-1-pro-preview/inkling?format=md · llms.txt · agent skill