GPT-5.4 nano (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning)
GPT-5.4 nano (Non-reasoning) vs Qwen3 235B A22B 2507 (Reasoning). 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) | Qwen3 235B A22B 2507 (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 11.7 | 12.7 | +8.5% Qwen3 235B A22B 2507 … is 8.5% more intelligent |
| Total AA cost (lower is better) | Not reported | $233.56 | — not comparable |
| End-to-end time (lower is better) | 3.62s | 22.73s | +527.9% Qwen3 235B A22B 2507 … is 527.9% slower |
| Price per 1M tokens (in / out) | $0.20 / $1.25 | $0.23 / $2.30 | |
| Input modalities | Text, Image | Text |
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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/qwen3-235b-a22b-instruct-2507-reasoning · Markdown: /api/v1/compare/gpt-5-4-nano-non-reasoning/qwen3-235b-a22b-instruct-2507-reasoning?format=md · llms.txt · agent skill