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 2026-09-09.
Trade-off
Verdict
Depends on your budget
Ring-2.6-1T scores 7.2 points higher (17.3 vs 10.1) but costs 1.2× as much to run the benchmark ($576 vs $476; 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) | 10.1 | 17.3 | +71.3% Ring-2.6-1T is 71.3% more intelligent |
| Total AA cost (lower is better) | $476.03 | $575.60 | +20.9% Ring-2.6-1T is 20.9% more expensive |
| End-to-end time (lower is better) | 5.52s | 24.53s | +344.4% Ring-2.6-1T is 344.4% slower |
| 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: 71.3% more intelligence, 20.9% more cost to run the AA benchmark, and 344.4% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Qwen3 Coder Next is off the frontier: at the same or lower cost, GLM-5.3-Flash scores 41.90 for $280.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GLM-5.3-Flash scores 41.90 for $280.
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