GPT-6 Sol (Medium) vs Kimi K3.1 Pro
Which is better for the money: GPT-6 Sol (Medium) by OpenAI or Kimi K3.1 Pro by Kimi? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
Kimi K3.1 Pro scores 15.3 points higher (55.1 vs 39.8) but costs 7.5× as much to run the benchmark ($3117 vs $416; flagship vs mid-range cost classes). They are not alternatives at one budget: pick Kimi K3.1 Pro when you need intelligence above 39.8, and GPT-6 Sol (Medium) when 39.8 is enough.
| Metric | GPT-6 Sol (Medium) | Kimi K3.1 Pro | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 39.8 | 55.1 | +38.4% Kimi K3.1 Pro is 38.4% more intelligent |
| Total AA cost (lower is better) | $416.32 | $3,117.31 | +648.8% Kimi K3.1 Pro is 7.5× more expensive |
| End-to-end time (lower is better) | Not reported | 42.64s | — not comparable |
| 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 (Medium): 38.4% more intelligence, 648.8% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- GPT-6 Sol (Medium) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
- Kimi K3.1 Pro is on today's frontier: nothing is both smarter and cheaper.
GPT-6 Sol (Medium)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-medium/kimi-k3-1-pro · Markdown: /api/v1/compare/gpt-6-sol-medium/kimi-k3-1-pro?format=md · llms.txt · agent skill