Claude 4.5 Haiku (Reasoning) vs Llama 4 Scout
Which is better for the money: Claude 4.5 Haiku (Reasoning) by Anthropic 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
Claude 4.5 Haiku (Reasoning) scores 10.4 points higher (16.9 vs 6.5) but costs 8.1× as much to run the benchmark ($594 vs $73.6; premium vs mid-range cost classes). They are not alternatives at one budget: pick Claude 4.5 Haiku (Reasoning) when you need intelligence above 6.5, and Llama 4 Scout when 6.5 is enough.
| Metric | Claude 4.5 Haiku (Reasoning) | Llama 4 Scout | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 16.9 | 6.5 | −61.5% Llama 4 Scout is 61.5% less intelligent |
| Total AA cost (lower is better) | $594.08 | $73.56 | −87.6% Llama 4 Scout is 87.6% cheaper |
| End-to-end time (lower is better) | 24.38s | 4.97s | −79.6% Llama 4 Scout is 79.6% faster |
| Price per 1M tokens (in / out) | $1.00 / $5.00 | $0.18 / $0.66 | |
| Input modalities | Text, Image | Text, Image |
Llama 4 Scout vs Claude 4.5 Haiku (Reasoning): 61.5% less intelligence, 87.6% less cost to run the AA benchmark, and 79.6% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Claude 4.5 Haiku (Reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
- Llama 4 Scout is off the frontier: at the same or lower cost, GPT-6 Luna (Xhigh) scores 34.60 for $66.8.
Claude 4.5 Haiku (Reasoning)Llama 4 ScoutToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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