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 2026-07-17.
Trade-off
Verdict
Depends on your budget
Ring-2.6-1T scores 9.5 points higher (30.6 vs 21.1) but costs 1.9× as much to run the benchmark ($460 vs $247; 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) | 21.1 | 30.6 | +45.0% Ring-2.6-1T is 45.0% more intelligent |
| Total AA cost (lower is better) | $247.26 | $459.58 | +85.9% Ring-2.6-1T is 85.9% more expensive |
| End-to-end time (lower is better) | 6.61s | 23.42s | +254.3% Ring-2.6-1T is 254.3% 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: 45.0% more intelligence, 85.9% more cost to run the AA benchmark, and 254.3% 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-5.6 Terra (medium) scores 45.60 for $240.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-5.6 Sol (low) scores 49.40 for $353.
Qwen3 Coder NextRing-2.6-1TToday's Pareto frontierEvery other model
Matchup
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