GPT-5.4 nano (Non-reasoning) vs LFM 40B
GPT-5.4 nano (Non-reasoning) vs LFM 40B. 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 | GPT-5.4 nano (Non-reasoning) | LFM 40B | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 11.7 | 5.4 | −53.8% LFM 40B is 53.8% less intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 3.55s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.20 / $1.25 | — | |
| Input modalities | Text, Image | Text, Image |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-nano-non-reasoning/lfm-40b · Markdown: /api/v1/compare/gpt-5-4-nano-non-reasoning/lfm-40b?format=md · llms.txt · agent skill