Claude Sonnet 5.5 (High, Default Fallback) vs Kimi K3.1 Pro
Which is better for the money: Claude Sonnet 5.5 (High, Default Fallback) by Anthropic 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 8.3 points higher (55.1 vs 46.8) but costs 3.0× as much to run the benchmark ($3117 vs $1027; flagship vs premium cost classes). They are not alternatives at one budget: pick Kimi K3.1 Pro when you need intelligence above 46.8, and Claude Sonnet 5.5 (High, Default Fallba… when 46.8 is enough.
| Metric | Claude Sonnet 5.5 (High, Default Fallback) | Kimi K3.1 Pro | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 46.8 | 55.1 | +17.7% Kimi K3.1 Pro is 17.7% more intelligent |
| Total AA cost (lower is better) | $1,027.40 | $3,117.31 | +203.4% Kimi K3.1 Pro is 3.0× more expensive |
| End-to-end time (lower is better) | 14.89s | 42.64s | +186.4% Kimi K3.1 Pro is 186.4% 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 Claude Sonnet 5.5 (High, Default Fallback): 17.7% more intelligence, 203.4% more cost to run the AA benchmark, and 186.4% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Claude Sonnet 5.5 (High, Default Fallback) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
- Kimi K3.1 Pro is on today's frontier: nothing is both smarter and cheaper.
Claude Sonnet 5.5 (High, Default Fallback)Kimi K3.1 ProToday's Pareto frontierEvery other model
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