Kimi K2.7 Code vs Ring-2.6-1T
Which is better for the money: Kimi K2.7 Code by Kimi or Ring-2.6-1T by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
Kimi K2.7 Code scores 9.2 points higher (25.8 vs 16.6) but costs 1.7× as much to run the benchmark ($993 vs $576; both premium class). Pick Kimi K2.7 Code when the extra intelligence is worth the premium, otherwise Ring-2.6-1T.
| Metric | Kimi K2.7 Code | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 25.8 | 16.6 | −35.7% Ring-2.6-1T is 35.7% less intelligent |
| Total AA cost (lower is better) | $992.88 | $575.60 | −42.0% Ring-2.6-1T is 42.0% cheaper |
| End-to-end time (lower is better) | 46.45s | 24.07s | −48.2% Ring-2.6-1T is 48.2% faster |
| Price per 1M tokens (in / out) | $0.95 / $4.00 | $0.30 / $2.50 | |
| Input modalities | Text, Image, Video | Text |
Ring-2.6-1T vs Kimi K2.7 Code: 35.7% less intelligence, 42.0% less cost to run the AA benchmark, and 48.2% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Kimi K2.7 Code is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
- 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 K2.7 CodeRing-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/kimi-k2-7-code/ring-2-6-1t · Markdown: /api/v1/compare/kimi-k2-7-code/ring-2-6-1t?format=md · llms.txt · agent skill