GPT-6.1 Terra (Xhigh) vs Qwen3 235B A22B 2507 (Reasoning)
Which is better for the money: GPT-6.1 Terra (Xhigh) by OpenAI or Qwen3 235B A22B 2507 (Reasoning) by Alibaba? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-27.
Trade-off
Verdict
Depends on your budget
GPT-6.1 Terra (Xhigh) scores 32.7 points higher (45.4 vs 12.7) but costs 1.6× as much to run the benchmark ($365 vs $234; both mid-range class). Pick GPT-6.1 Terra (Xhigh) when the extra intelligence is worth the premium, otherwise Qwen3 235B A22B 2507 (Reasoning).
| Metric | GPT-6.1 Terra (Xhigh) | Qwen3 235B A22B 2507 (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 45.4 | 12.7 | −72.0% Qwen3 235B A22B 2507 … is 72.0% less intelligent |
| Total AA cost (lower is better) | $364.95 | $233.56 | −36.0% Qwen3 235B A22B 2507 … is 36.0% cheaper |
| End-to-end time (lower is better) | 27.17s | 20.01s | −26.4% Qwen3 235B A22B 2507 … is 26.4% faster |
| Price per 1M tokens (in / out) | $1.00 / $5.00 | $0.23 / $2.30 | |
| Input modalities | Text, Image | Text |
Qwen3 235B A22B 2507 (Reasoning) vs GPT-6.1 Terra (Xhigh): 72.0% less intelligence, 36.0% less cost to run the AA benchmark, and 26.4% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6.1 Terra (Xhigh) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
- Qwen3 235B A22B 2507 (Reasoning) is off the frontier: at the same or lower cost, MiMo-V2.6-Pro scores 46.30 for $207.
GPT-6.1 Terra (Xhigh)Qwen3 235B A22B 2507 (Reasoning)Today'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-6-1-terra-xhigh/qwen3-235b-a22b-instruct-2507-reasoning · Markdown: /api/v1/compare/gpt-6-1-terra-xhigh/qwen3-235b-a22b-instruct-2507-reasoning?format=md · llms.txt · agent skill