Qwen3 Coder Next vs Ring-2.6-1T
Which is better for the money: Qwen3 Coder Next by Alibaba or Ring-2.6-1T by InclusionAI? 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
Ring-2.6-1T scores 7.4 points higher (16.6 vs 9.2) but costs 1.4× as much to run the benchmark ($576 vs $405; premium vs mid-range cost classes). Pick Ring-2.6-1T when the extra intelligence is worth the premium, otherwise Qwen3 Coder Next.
| Metric | Qwen3 Coder Next | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.2 | 16.6 | +80.4% Ring-2.6-1T is 80.4% more intelligent |
| Total AA cost (lower is better) | $405.10 | $575.60 | +42.1% Ring-2.6-1T is 42.1% more expensive |
| End-to-end time (lower is better) | 6.22s | 24.07s | +287.0% Ring-2.6-1T is 287.0% slower |
| Price per 1M tokens (in / out) | $0.31 / $1.00 | $0.30 / $2.50 | |
| Input modalities | Text | Text |
Ring-2.6-1T vs Qwen3 Coder Next: 80.4% more intelligence, 42.1% more cost to run the AA benchmark, and 287.0% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Qwen3 Coder Next is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
Qwen3 Coder NextRing-2.6-1TToday'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/qwen3-coder-next/ring-2-6-1t · Markdown: /api/v1/compare/qwen3-coder-next/ring-2-6-1t?format=md · llms.txt · agent skill