Kimi K3.1 Pro vs Ling 3.0 Flash Fin
Price, context window & benchmark comparison
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Verdict: Ling 3.0 Flash Fin is 64.2× cheaper than Kimi K3.1 Pro on a typical 3:1 input/output mix. Kimi K3.1 Pro scores higher on the Artificial Analysis Intelligence Index (46.5 vs 22.6). Kimi K3.1 Pro has the larger context window (1M vs 262K).
| Kimi K3.1 Pro | Ling 3.0 Flash Fin | |
|---|---|---|
| Input price / 1M | $2.00 | $0.042 |
| Output price / 1M | $10.00 | $0.12 |
| Blended price (3:1) | $4.00 | $0.0623 |
| Cached input / 1M | $0.20 | $0.0084 |
| Context window | 1M | 262K |
| Max output | 944K | 33K |
| Intelligence index | 46.5 | 22.6 |
| Coding index | — | 55.6 |
| Providers | 23 | — |
| Best provider uptime (30m) | 100.0% | — |
| Vision input | Yes | No |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Released | 2026-10-23 | 2026-08-27 |
| Retirement | — | — |
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FAQ
Which is cheaper, Kimi K3.1 Pro or Ling 3.0 Flash Fin?
Ling 3.0 Flash Fin is 64.2× cheaper than Kimi K3.1 Pro on a typical 3:1 input/output mix.
Kimi K3.1 Pro vs Ling 3.0 Flash Fin: which has a bigger context window?
Kimi K3.1 Pro: 1,048,576 tokens. Ling 3.0 Flash Fin: 262,144 tokens.
How much would 1 million requests cost?
At 2,000 input + 500 output tokens per request: Kimi K3.1 Pro ≈ $9,000, Ling 3.0 Flash Fin ≈ $145.60.
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