Kimi K3.1 Pro vs Ring-2.6-1T
Which is better for the money: Kimi K3.1 Pro by Kimi or Ring-2.6-1T by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
Kimi K3.1 Pro scores 38.5 points higher (55.1 vs 16.6) but costs 5.4× as much to run the benchmark ($3117 vs $576; flagship vs premium cost classes). They are not alternatives at one budget: pick Kimi K3.1 Pro when you need intelligence above 16.6, and Ring-2.6-1T when 16.6 is enough.
| Metric | Kimi K3.1 Pro | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 55.1 | 16.6 | −69.9% Ring-2.6-1T is 69.9% less intelligent |
| Total AA cost (lower is better) | $3,117.31 | $575.60 | −81.5% Ring-2.6-1T is 81.5% cheaper |
| End-to-end time (lower is better) | 42.64s | 24.45s | −42.7% Ring-2.6-1T is 42.7% faster |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $0.30 / $2.50 | |
| Input modalities | Text, Image | Text |
Ring-2.6-1T vs Kimi K3.1 Pro: 69.9% less intelligence, 81.5% less cost to run the AA benchmark, and 42.7% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Kimi K3.1 Pro is on today's frontier: nothing is both smarter and cheaper.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
Kimi K3.1 ProRing-2.6-1TToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kimi-k3-1-pro/ring-2-6-1t · Markdown: /api/v1/compare/kimi-k3-1-pro/ring-2-6-1t?format=md · llms.txt · agent skill