Kimi K2.7 Code vs Ling 3.1 Flash
Which is better for the money: Kimi K2.7 Code by Kimi or Ling 3.1 Flash 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
Ling 3.1 Flash scores 15.3 points higher (41.1 vs 25.8) but costs 1.0× as much to run the benchmark ($1015 vs $993; both premium class). Pick Ling 3.1 Flash when the extra intelligence is worth the premium, otherwise Kimi K2.7 Code.
| Metric | Kimi K2.7 Code | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 25.8 | 41.1 | +59.3% Ling 3.1 Flash is 59.3% more intelligent |
| Total AA cost (lower is better) | $992.88 | $1,014.56 | +2.2% Ling 3.1 Flash is 2.2% more expensive |
| End-to-end time (lower is better) | 46.75s | 13.66s | −70.8% Ling 3.1 Flash is 70.8% faster |
| Price per 1M tokens (in / out) | $0.95 / $4.00 | $0.30 / $0.90 | |
| Input modalities | Text, Image, Video | Text |
Ling 3.1 Flash vs Kimi K2.7 Code: 59.3% more intelligence, 2.2% more cost to run the AA benchmark, and 70.8% 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.
- Ling 3.1 Flash is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
Kimi K2.7 CodeLing 3.1 FlashToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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