Gemma 4 31B (Non-reasoning) vs GPT-5.5 (High)

Gemma 4 31B (Non-reasoning) vs GPT-5.5 (High). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemma 4 31B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
13.90
Total cost
-
OpenAIGPT-5.5 (High)Off the frontier
Intelligence
37.00
Total cost
$3411
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.

MetricGemma 4 31B (Non-reasoning)GPT-5.5 (High)Difference
Intelligence (higher is better)13.937.0+166.2% GPT-5.5 (High) is 2.7× more intelligent
Total AA cost (lower is better)Not reported$3,410.76— not comparable
End-to-end time (lower is better)10.57s19.56s+85.1% GPT-5.5 (High) is 85.1% slower
Price per 1M tokens (in / out)$0.17 / $0.40$5.00 / $30.0
Input modalitiesText, Image, VideoText, Image
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itGPT-5.5 (High): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/gpt-5-5-high · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/gpt-5-5-high?format=md · llms.txt · agent skill