inclusionAI: Ling 3.0 Flash VL
This AI model, developed by inclusionai, is called Ling 3.0 Flash VL. It can process text, image, and video inputs, allowing for multimodal interaction. The model's context length is set at 262144 tokens, which could enable detailed understanding of complex information. InclusionAI also claims that their model supports tools, indicating it may be used with additional software, but this feature is not further explained. Those considering Ling 3.0 Flash VL should note its pricing: $0.021 per million input tokens and $0.0616 per million output tokens. Its benchmark performance is a blended score of 38.6 across one independent evaluation. However, the model's ability to provide structured output is listed as "null," which may indicate uncertainty or unproven capabilities in this area. Despite this limitation, the Ling 3.0 Flash VL might be a suitable choice for those prioritizing flexibility and multimodal processing at its price point.
Benchmark results
Independent, published benchmarks. Blended score 38.6 across 1 benchmark, last refreshed 2026-09-27. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 40.5 |
- Model ID
- inclusionai/ling-3.0-flash-vl
- Vendor
- inclusionai
- Released
- September 2026
- Tokenizer
- Other
- Input Modalities
- text, image, video
- Output Modalities
- text
- Max Output
- 32,768 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- no
- Moderated
- no
What it costs in practice
Computed from the current $0.02/M input and $0.06/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | under $0.01 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.01 |
| A month of a busy support chatbot | 5M in / 2M out | $0.23 |
Price & spec history
Tracked daily by PicksByModel since 2026-09-12.
| Date | Input /M | Output /M | Context |
|---|---|---|---|
| 2026-09-26 | $0.02 | $0.06 | 262,144 |
| 2026-09-24 | $0.06 | $0.18 | 262,144 |
| 2026-09-12 | $0.06 | $0.18 | 131,072 |
Strong choice for
Category rankings
Where inclusionAI: Ling 3.0 Flash VL places across the 10 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #2 | Social Media PostsWriting · of 25 ranked | 120 |
| #2 | Voice Assistant BackendVoice · of 25 ranked | 124 |
| #2 | Cheap Bulk InferenceCost · of 25 ranked | 138 |
| #2 | Self-Hosted / LocalCost · of 25 ranked | 118 |
| #6 | Video Auto-TaggingVideo · of 25 ranked | 123 |
| #6 | Real-Time ChatLatency · of 25 ranked | 118 |
| #12 | Bulk Data LabelingData · of 25 ranked | 130 |
| #12 | Customer SupportBusiness · of 25 ranked | 128 |
| #13 | JSON ExtractionData · of 25 ranked | 132 |
| #13 | Dataset AnnotationResearch · of 25 ranked | 134 |
Similar models
inclusionAI: Ling 3.0 Flash
inclusionAI: Ling 3.0 Flash Fin
inclusionAI: Ling 3.0 Flash Sante (free)
inclusionAI: Ling 3.0 Flash Fin (free)
Quick answers
- How much does inclusionAI: Ling 3.0 Flash VL cost?
- $0.02 per million input tokens and $0.06 per million output tokens.
- What is inclusionAI: Ling 3.0 Flash VL's context window?
- 262,144 tokens, roughly 393 pages of text in a single request.
- Does inclusionAI: Ling 3.0 Flash VL support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can inclusionAI: Ling 3.0 Flash VL process images?
- Yes, it accepts image input.