Gemma 4 12B (Non-reasoning) vs GPT-5.3 Codex (Xhigh)
Gemma 4 12B (Non-reasoning) vs GPT-5.3 Codex (Xhigh). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.
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.
| Metric | Gemma 4 12B (Non-reasoning) | GPT-5.3 Codex (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.4 | 32.5 | +245.7% GPT-5.3 Codex (Xhigh) is 3.5× more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 6.52s | 59.96s | +819.6% GPT-5.3 Codex (Xhigh) is 819.6% slower |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $1.75 / $14.0 | |
| Input modalities | Text, Image, Speech, Video | Text, Image |
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b-non-reasoning/gpt-5-3-codex · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/gpt-5-3-codex?format=md · llms.txt · agent skill