GPT-6 Astra (Xhigh) vs Llama 4 Scout
Which is better for the money: GPT-6 Astra (Xhigh) by OpenAI or Llama 4 Scout by Meta? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-26.
Trade-off
Verdict
Depends on your budget
GPT-6 Astra (Xhigh) scores 45.9 points higher (52.4 vs 6.5) but costs 52× as much to run the benchmark ($3803 vs $73.6; flagship vs mid-range cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Xhigh) when you need intelligence above 6.5, and Llama 4 Scout when 6.5 is enough.
| Metric | GPT-6 Astra (Xhigh) | Llama 4 Scout | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 52.4 | 6.5 | −87.6% Llama 4 Scout is 87.6% less intelligent |
| Total AA cost (lower is better) | $3,802.98 | $73.56 | −98.1% Llama 4 Scout is 98.1% cheaper |
| End-to-end time (lower is better) | 176.59s | 5.84s | −96.7% Llama 4 Scout is 96.7% faster |
| Price per 1M tokens (in / out) | $10.0 / $50.0 | $0.18 / $0.66 | |
| Input modalities | Text, Image | Text, Image |
Llama 4 Scout vs GPT-6 Astra (Xhigh): 87.6% less intelligence, 98.1% less cost to run the AA benchmark, and 96.7% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Astra (Xhigh) is off the frontier: at the same or lower cost, Kimi K3.1 Pro scores 55.10 for $3117.
- Llama 4 Scout is off the frontier: at the same or lower cost, GPT-6 Luna (Xhigh) scores 34.60 for $66.8.
GPT-6 Astra (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-6-astra-xhigh/llama-4-scout · Markdown: /api/v1/compare/gpt-6-astra-xhigh/llama-4-scout?format=md · llms.txt · agent skill