inclusionAI: Ling 3.0 Flash VL
The inclusionAI: Ling 3.0 Flash VL is a multimodal model that can process text, images, and video inputs simultaneously. It supports context lengths of up to 131072 tokens and has a maximum completion token limit of 32768. Additionally, it comes with built-in tools and reasoning capabilities. For users who need to handle multimedia inputs and require advanced reasoning, this model may be worth shortlisting due to its robust feature set. However, its pricing is relatively high at $0.06 per million input tokens and $0.18 per million output tokens. With a blended benchmark score of 38.6 across one independent benchmark, it sits in the middle ground among models with similar capabilities; further evaluation may be necessary to determine its effectiveness in specific use cases.
Benchmark results
Independent, published benchmarks. Blended score 38.6 across 1 benchmark, last refreshed 2026-09-23. 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 $0.06/M input and $0.18/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 | $0.04 |
| A month of a busy support chatbot | 5M in / 2M out | $0.66 |
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 |
|---|---|---|
| #1 | Social Media PostsWriting · of 25 ranked | 120 |
| #1 | Voice Assistant BackendVoice · of 25 ranked | 124 |
| #4 | Real-Time ChatLatency · of 25 ranked | 118 |
| #5 | Video Auto-TaggingVideo · of 25 ranked | 123 |
| #6 | Cheap Bulk InferenceCost · of 25 ranked | 137 |
| #10 | Self-Hosted / LocalCost · of 25 ranked | 117 |
| #11 | Customer SupportBusiness · of 25 ranked | 128 |
| #12 | JSON ExtractionData · of 25 ranked | 132 |
| #19 | Bulk Data LabelingData · of 25 ranked | 129 |
| #20 | Dataset AnnotationResearch · of 25 ranked | 133 |
Similar models
inclusionAI: Ling 3.0 Flash
inclusionAI: Ling 3.0 Flash Fin
inclusionAI: Ling 3.0 Flash VL (free)
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?
- $0.06 per million input tokens and $0.18 per million output tokens.
- What is inclusionAI: Ling 3.0 Flash VL's context window?
- 131,072 tokens, roughly 196 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.