Gemini 3.1 Pro Preview vs Ring-2.6-1T
Which is better for the money: Gemini 3.1 Pro Preview by Google 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
Gemini 3.1 Pro Preview scores 13.1 points higher (29.7 vs 16.6) but costs 3.4× as much to run the benchmark ($1935 vs $576; both premium class). They are not alternatives at one budget: pick Gemini 3.1 Pro Preview when you need intelligence above 16.6, and Ring-2.6-1T when 16.6 is enough.
| Metric | Gemini 3.1 Pro Preview | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 29.7 | 16.6 | −44.1% Ring-2.6-1T is 44.1% less intelligent |
| Total AA cost (lower is better) | $1,935.39 | $575.60 | −70.3% Ring-2.6-1T is 70.3% cheaper |
| End-to-end time (lower is better) | 24.90s | 24.45s | −1.8% Ring-2.6-1T is 1.8% faster |
| Price per 1M tokens (in / out) | $2.00 / $12.0 | $0.30 / $2.50 | |
| Input modalities | Text, Image, Speech, Video | Text |
Ring-2.6-1T vs Gemini 3.1 Pro Preview: 44.1% less intelligence, 70.3% less cost to run the AA benchmark, and 1.8% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Gemini 3.1 Pro Preview is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
Gemini 3.1 Pro PreviewRing-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/gemini-3-1-pro-preview/ring-2-6-1t · Markdown: /api/v1/compare/gemini-3-1-pro-preview/ring-2-6-1t?format=md · llms.txt · agent skill