inclusionAI
Ling 3.0 Flash VL
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual
At a glance
- Input / 1M
- $0.02
- Output / 1M
- $0.06
- Context
- 262K
- Max output
- 33K
- Intelligence
- 24.6
- Released
- Sep 2026
Pricing
Ling 3.0 Flash VL API pricing
Per-token rates, plus what common tasks actually cost.
| Input tokensPer 1M tokens | $0.02 |
|---|---|
| Output tokensPer 1M tokens | $0.06 |
| Cached input (read)Per 1M tokens | $0.00 |
| Cache writePer 1M tokens | Not available |
Chat message
2K in, 500 out
$0.07
per 1,000 requests
Coding task
30K in, 4K out
$0.88
per 1,000 requests
Long document summary
150K in, 2K out
$3.27
per 1,000 requests
Benchmarks
Ling 3.0 Flash VL benchmark scores
Independent scores from Artificial Analysis. Higher is better.
Intelligence index
24.6
Coding index
57
Agentic index
28.7
Specs
Context window and capabilities
What it can read, what it can write, and which API features it supports.
- Context window
- 262K tokens
- Max output
- 33K tokens
- Input types
- Image, Text, Video
- Output types
- Text
- Reasoning effort
- Not available
- Release date
- September 10, 2026
- Tool calling
- Structured outputs
- JSON mode
- Reasoning
- Temperature
- Stop sequences
- Deterministic seed
- Verbosity control
Compare
Ling 3.0 Flash VL vs other models
See how Ling 3.0 Flash VL stacks up head to head on price, benchmarks, and features.
Ling 3.0 Flash VL vs DeepSeek V4 Flash 0423
inclusionAI vs DeepSeek
See comparisonLing 3.0 Flash VL vs Hy3
inclusionAI vs Tencent
See comparisonLing 3.0 Flash VL vs DeepSeek V4 Pro 0423
inclusionAI vs DeepSeek
See comparisonLing 3.0 Flash VL vs Solar Pro 4
inclusionAI vs Upstage
See comparisonLing 3.0 Flash VL vs Solar Mini 4
inclusionAI vs Upstage
See comparisonLing 3.0 Flash VL vs MiMo-V2.5-Pro
inclusionAI vs Xiaomi
See comparisonAlternatives
Ling 3.0 Flash VL alternatives
Similar models worth considering, and where each one has the edge.
DeepSeek
DeepSeek V4 Pro 0423
Upstage
Solar Pro 4
Xiaomi
MiMo-V2.5-Pro
Want to learn about other models? Browse all models
FAQ
Frequently asked questions
How much does Ling 3.0 Flash VL cost?
Ling 3.0 Flash VL costs $0.02 per 1M input tokens and $0.06 per 1M output tokens through the API. A typical chat message costs about $0.07 per 1,000 messages.
What is the context window of Ling 3.0 Flash VL?
Ling 3.0 Flash VL accepts up to 262K tokens of input and can write up to 33K tokens in a single response.
What is the best alternative to Ling 3.0 Flash VL?
DeepSeek V4 Pro 0423 from DeepSeek is a strong alternative. It offers: higher intelligence score, larger 1.05m context.
Can I use Ling 3.0 Flash VL alongside other models?
Yes. Shortcut Chat sends one prompt to Ling 3.0 Flash VL and any other models you pick at the same time, so you can compare answers side by side.
Try Ling 3.0 Flash VL next to every other model.
Use Ling 3.0 Flash VL alongside all the other models. Use one at a time, or multiple together. Get the best answer from every AI.