GPT-6 Sol (High) vs Kimi K3.1 Pro
Which is better for the money: GPT-6 Sol (High) by OpenAI or Kimi K3.1 Pro by Kimi? 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 K3.1 Pro scores 12.7 points higher (55.1 vs 42.4) but costs 5.2× as much to run the benchmark ($3117 vs $605; flagship vs premium cost classes). They are not alternatives at one budget: pick Kimi K3.1 Pro when you need intelligence above 42.4, and GPT-6 Sol (High) when 42.4 is enough.
| Metric | GPT-6 Sol (High) | Kimi K3.1 Pro | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 42.4 | 55.1 | +30.0% Kimi K3.1 Pro is 30.0% more intelligent |
| Total AA cost (lower is better) | $604.52 | $3,117.31 | +415.7% Kimi K3.1 Pro is 5.2× more expensive |
| End-to-end time (lower is better) | 15.56s | 49.55s | +218.4% Kimi K3.1 Pro is 218.4% slower |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $2.00 / $10.0 | |
| Input modalities | Text, Image | Text, Image |
Kimi K3.1 Pro vs GPT-6 Sol (High): 30.0% more intelligence, 415.7% more cost to run the AA benchmark, and 218.4% slower end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Sol (High) is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
- Kimi K3.1 Pro is on today's frontier: nothing is both smarter and cheaper.
GPT-6 Sol (High)Kimi K3.1 ProToday's Pareto frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-sol-high/kimi-k3-1-pro · Markdown: /api/v1/compare/gpt-6-sol-high/kimi-k3-1-pro?format=md · llms.txt · agent skill