LongCat 2.0 vs Ring-2.6-1T
Which is better for the money: LongCat 2.0 by LongCat 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.
Clear winner
Verdict
Pick LongCat 2.0
Ring-2.6-1T vs LongCat 2.0: 13.1% less intelligence, 5.7% more cost to run the AA benchmark, and 32.6% faster end-to-end.
| Metric | LongCat 2.0 | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 19.1 | 16.6 | −13.1% Ring-2.6-1T is 13.1% less intelligent |
| Total AA cost (lower is better) | $544.74 | $575.60 | +5.7% Ring-2.6-1T is 5.7% more expensive |
| End-to-end time (lower is better) | 35.69s | 24.04s | −32.6% Ring-2.6-1T is 32.6% faster |
| Price per 1M tokens (in / out) | $0.75 / $2.95 | $0.30 / $2.50 | |
| Input modalities | Text | Text |
Today's Pareto frontier
Against the frontier
- LongCat 2.0 is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
LongCat 2.0Ring-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/longcat-2-0/ring-2-6-1t · Markdown: /api/v1/compare/longcat-2-0/ring-2-6-1t?format=md · llms.txt · agent skill