GPT-5.4 mini (xhigh) vs Qwen3 Coder Next
Which is better for the money: GPT-5.4 mini (xhigh) by OpenAI or Qwen3 Coder Next by Alibaba? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-07-17.
Trade-off
Verdict
Depends on your budget
GPT-5.4 mini (xhigh) scores 18.9 points higher (40.0 vs 21.1) but costs 4.4× as much to run the benchmark ($1095 vs $247; premium vs mid-range cost classes). They are not alternatives at one budget: pick GPT-5.4 mini (xhigh) when you need intelligence above 21.1, and Qwen3 Coder Next when 21.1 is enough.
| Metric | GPT-5.4 mini (xhigh) | Qwen3 Coder Next | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 40.0 | 21.1 | −47.3% Qwen3 Coder Next is 47.3% less intelligent |
| Total AA cost (lower is better) | $1,095.43 | $247.26 | −77.4% Qwen3 Coder Next is 77.4% cheaper |
| End-to-end time (lower is better) | 12.28s | 6.61s | −46.2% Qwen3 Coder Next is 46.2% faster |
| Price per 1M tokens (in / out) | $0.75 / $4.50 | $0.35 / $1.20 | |
| Input modalities | Not reported | Not reported |
Qwen3 Coder Next vs GPT-5.4 mini (xhigh): 47.3% less intelligence, 77.4% less cost to run the AA benchmark, and 46.2% 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-5.6 Sol (high) scores 55.90 for $956.
- Qwen3 Coder Next is off the frontier: at the same or lower cost, GPT-5.6 Terra (medium) scores 45.60 for $240.
GPT-5.4 mini (xhigh)Qwen3 Coder NextToday's Pareto frontierEvery other model
Matchup
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