Ling 3.0 Flash VL vs LongCat 2.0
Price, context window & benchmark comparison
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Verdict: Ling 3.0 Flash VL is 5.8× cheaper than LongCat 2.0 on a typical 3:1 input/output mix. Ling 3.0 Flash VL scores higher on the Artificial Analysis Intelligence Index (24.6 vs 19.1). LongCat 2.0 has the larger context window (1M vs 262K).
| Ling 3.0 Flash VL | LongCat 2.0 | |
|---|---|---|
| Input price / 1M | $0.06 | $0.30 |
| Output price / 1M | $0.18 | $1.20 |
| Blended price (3:1) | $0.09 | $0.52 |
| Cached input / 1M | $0.012 | $0.006 |
| Context window | 262K | 1M |
| Max output | 33K | 262K |
| Intelligence index | 24.6 | 19.1 |
| Coding index | 57 | 45.3 |
| Providers | — | — |
| Best provider uptime (30m) | — | — |
| Vision input | Yes | No |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Released | 2026-09-10 | 2026-07-20 |
| Retirement | — | — |
Cost calculator
FAQ
Which is cheaper, Ling 3.0 Flash VL or LongCat 2.0?
Ling 3.0 Flash VL is 5.8× cheaper than LongCat 2.0 on a typical 3:1 input/output mix.
Ling 3.0 Flash VL vs LongCat 2.0: which has a bigger context window?
Ling 3.0 Flash VL: 262,144 tokens. LongCat 2.0: 1,048,756 tokens.
How much would 1 million requests cost?
At 2,000 input + 500 output tokens per request: Ling 3.0 Flash VL ≈ $210.00, LongCat 2.0 ≈ $1,200.
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