GPT-5.4 mini (Xhigh) vs Llama 4 Scout
Which is better for the money: GPT-5.4 mini (Xhigh) by OpenAI or Llama 4 Scout by Meta? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
GPT-5.4 mini (Xhigh) scores 17.6 points higher (24.1 vs 6.5) but costs 21× as much to run the benchmark ($1524 vs $73.6; premium vs mid-range cost classes). They are not alternatives at one budget: pick GPT-5.4 mini (Xhigh) when you need intelligence above 6.5, and Llama 4 Scout when 6.5 is enough.
| Metric | GPT-5.4 mini (Xhigh) | Llama 4 Scout | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 24.1 | 6.5 | −73.0% Llama 4 Scout is 73.0% less intelligent |
| Total AA cost (lower is better) | $1,524.02 | $73.56 | −95.2% Llama 4 Scout is 95.2% cheaper |
| End-to-end time (lower is better) | 108.99s | 5.00s | −95.4% Llama 4 Scout is 95.4% faster |
| Price per 1M tokens (in / out) | $0.75 / $4.50 | $0.18 / $0.66 | |
| Input modalities | Text, Image | Text, Image |
Llama 4 Scout vs GPT-5.4 mini (Xhigh): 73.0% less intelligence, 95.2% less cost to run the AA benchmark, and 95.4% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-5.4 mini (Xhigh) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
- Llama 4 Scout is off the frontier: at the same or lower cost, GPT-6 Luna (Xhigh) scores 34.60 for $66.8.
GPT-5.4 mini (Xhigh)Llama 4 ScoutToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-mini/llama-4-scout · Markdown: /api/v1/compare/gpt-5-4-mini/llama-4-scout?format=md · llms.txt · agent skill