InclusionAI
Ling 3.0 Flash VL builds on Ling 3.0 Flash with stronger language capabilities, native visual perception, and visual agent capabilities. It supports text, image, and video inputs with text output, reasoning, and function calling.
InclusionAI model releasesRank #170 across 687
Rank #115 across 330
Rank #31 across 432
Percentile score by analysis domain.
* Cost is inverted: lower input, output, and blended prices rank higher.
Higher bars mean stronger relative placement.
| Metric | Domain | Value | Rank |
|---|---|---|---|
| Artificial Analysis Intelligence Index | overall | 24.6 | #170 |
| Artificial Analysis Coding Index | coding | 57.0 | #115 |
| GPQA | reasoning | 86.2% | #120 |
| Humanity's Last Exam | reasoning | 22.0% | #181 |
| SciCode |
| coding, reasoning |
| 44.2% |
| #125 |
| Output Speed | speed | 148.3 tok/s | #49 |
| Time to First Token | speed | 1.48s | #95 |
| Blended Price | cost | $0.111/M | #31 |
| Input Price | cost | $0.075/M | #35 |
| Output Price | cost | $0.220/M | #32 |
| Value Index | cost, overall | 221.6 | #7 |