Claude 4.5 Haiku (Reasoning) vs gpt-oss-20b (High)
Which is better for the money: Claude 4.5 Haiku (Reasoning) by Anthropic or gpt-oss-20b (High) by OpenAI? 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
Claude 4.5 Haiku (Reasoning) scores 7.9 points higher (16.9 vs 9.0) but costs 21× as much to run the benchmark ($594 vs $28.8; premium vs budget cost classes). They are not alternatives at one budget: pick Claude 4.5 Haiku (Reasoning) when you need intelligence above 9.0, and gpt-oss-20b (High) when 9.0 is enough.
| Metric | Claude 4.5 Haiku (Reasoning) | gpt-oss-20b (High) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 16.9 | 9.0 | −46.7% gpt-oss-20b (High) is 46.7% less intelligent |
| Total AA cost (lower is better) | $594.08 | $28.81 | −95.2% gpt-oss-20b (High) is 95.2% cheaper |
| End-to-end time (lower is better) | 24.38s | 15.12s | −38.0% gpt-oss-20b (High) is 38.0% faster |
| Price per 1M tokens (in / out) | $1.00 / $5.00 | $0.05 / $0.22 | |
| Input modalities | Text, Image | Text |
gpt-oss-20b (High) vs Claude 4.5 Haiku (Reasoning): 46.7% less intelligence, 95.2% less cost to run the AA benchmark, and 38.0% 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.
- gpt-oss-20b (High) is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
Claude 4.5 Haiku (Reasoning)gpt-oss-20b (High)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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