InclusionAI
Ling 3.0 Flash
Ling 3.0 Flash is designed with token efficiency and production-scale agentic inference as key priorities, enabling developers to complete more useful work within constrained token, latency, and serving-cost budgets.
InclusionAI model releasesModel Snapshot
TypeLanguage
ReleaseAug 6, 2026
Context262,144
Tagsreasoning, tool-use, implicit-caching
Overall
Rank #164 across 687
24.9
Coding
Rank #146 across 330
50.6
Blended Price
Rank #29 across 432
$0.111/M
Strength Profile
Percentile score by analysis domain.
* Cost is inverted: lower input, output, and blended prices rank higher.
Benchmark Percentiles
Higher bars mean stronger relative placement.
Model Details
Runtime
Output Speed362.8 tok/s
First Token1.73s
Max Output32,768
Pricing
Blended$0.111/M
Input$0.075/M
All Benchmarks
| Metric | Domain | Value | Rank |
|---|---|---|---|
| Artificial Analysis Intelligence Index | overall | 24.9 | #164 |
| Artificial Analysis Coding Index | coding | 50.6 | #146 |
| GPQA | reasoning | 85.5% | #133 |
| Humanity's Last Exam | reasoning | 23.7% | #169 |
| SciCode |