Ling 3.0 Flash VL is Inclusionai's language model with a 262K context window and up to 33K output tokens, starting at $0.06 / 1M input and $0.18 / 1M output. A vision-language MoE model built on Ling 3.0 Flash that adds native visual perception and visual agent capabilities alongside strong language skills.
| Specifications | |
|---|---|
inclusionai-ling-3-flash-vl | |
| Language | |
| Active | |
| Inclusionai | |
| 262K tokens | |
| 33K tokens | |
| ImageTextVideo | |
| Text | |
| default | |
| 125B | |
| 33 | |
| 42 | |
| 42 | |
| · 14 days ago | |
| Benchmarks | |
|---|---|
| Intelligence Index | #117 |
| Coding Index | #51 |
| GPQA | #85 |
| HLE | #126 |
| Time to First Token | #503 |
| SciCode | #96 |
| LCR | #55 |
| Output TPS | #71 |
Capabilities
Input3/5
Text✓
Image✓
Audio·
Video✓
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities5/13
Reasoning✓
Adaptive Reasoning·
Function Calling✓
Parallel Function Calling·
Structured Outputs✓
Native JSON Schema✓
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching✓
Assistant Prefill·
Pricing by Provider
US Dollar ($)
Per 1M tokens
| Provider | Standard | Free | |||
|---|---|---|---|---|---|
| Input $ / 1M | Output $ / 1M | Cache Read $ / 1M | Input $ / 1M | Output $ / 1M | |
| $0.06 | $0.18 | $0.012 | N/A | N/A | |
| — | — | — | $N/A | $N/A | |
Cost Calculator
US Dollar ($)
Preset:
Cheapest Instances to Run It
Cloud GPU instances that can host Ling 3.0 Flash VL, ranked by cheapest on-demand price. The model needs about 300 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.
All clouds
FP16 (full precision)
US Dollar ($)
Instance | Cloud | GPU | VRAM | Price | Cheapest region | |
|---|---|---|---|---|---|---|
| a3-megagpu-8g |  GCP | 8× nvidia-h100-mega-80gb | 640 GB | $10.42/hr | ||
| a3-ultragpu-8g | GCP | 8× nvidia-h200-141gb | 1128 GB | $13.82/hr | ||
| Standard_NC96ads_A100_v4 |  Azure | 4× NVIDIA A100 | 320 GB | $14.69/hr | ||
Versions
| Version | Released | Context | Input / 1M | Output / 1M | Status |
|---|---|---|---|---|---|
| Ling 3.0 Flash VL | 262K | $0.060 | $0.180 | Current | |
| Ling 3.0 Flash Sante | 262K | — | — | Available | |
| InclusionAI Ling 3 Flash Fin | 262K | $0.060 | $0.180 | Available | |
| InclusionAI Ling 3 Flash Fast | — | 262K | $0.060 | $0.180 | Available |
| InclusionAI Ling 2.6 Flash | 262K | — | — | Deprecated | |
| InclusionAI Ling 2 Flash | — | — | — | — | Available |
Other Models
| Model | Tier | Released | Context | Input / 1M | Output / 1M |
|---|---|---|---|---|---|
| InclusionAI Ling 3 Tiny | — | 256K | — | — | |
| InclusionAI Ling 2 Mini | — | — | — | — | — |
| Ming Image 0.1 Design | — | — | — | — | — |
| Ming Image 0.1 Design Layer | — | — | — | — | — |
| InclusionAI Ling 1T | — | — | — | — | — |