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 2026-08-19.
Trade-off
Verdict
Depends on your budget
Ring-2.6-1T scores 10.4 points higher (31.7 vs 21.3) but costs 1.8× as much to run the benchmark ($455 vs $250; both mid-range class). 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) | 21.3 | 31.7 | +48.8% Ring-2.6-1T is 48.8% more intelligent |
| Total AA cost (lower is better) | $250.18 | $455.40 | +82.0% Ring-2.6-1T is 82.0% more expensive |
| End-to-end time (lower is better) | 4.97s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.35 / $1.20 | $0.30 / $2.50 | |
| Input modalities | Not reported | Not reported |
Ring-2.6-1T vs Qwen3 Coder Next: 48.8% more intelligence, 82.0% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Qwen3 Coder Next is off the frontier: at the same or lower cost, GPT-5.6 Luna (max) scores 52.30 for $172.
- Ring-2.6-1T is off the frontier: at the same or lower cost, Gemini 3.7 Flash (medium) scores 53.40 for $278.
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