inclusionAI
Ling 3.0 Flash
*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*.
At a glance
- Input / 1M
- $0.02
- Output / 1M
- $0.06
- Context
- 262K
- Max output
- 33K
- Intelligence
- 20.1
- Released
- Jul 2026
Pricing
Ling 3.0 Flash 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
$3.28
per 1,000 requests
Benchmarks
Ling 3.0 Flash benchmark scores
Independent scores from Artificial Analysis. Higher is better.
Intelligence index
20.1
Coding index
50.6
Agentic index
19.3
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
- Text
- Output types
- Text
- Reasoning effort
- Not available
- Release date
- July 23, 2026
- Tool calling
- Structured outputs
- JSON mode
- Reasoning
- Temperature
- Stop sequences
- Deterministic seed
- Verbosity control
Compare
Ling 3.0 Flash vs other models
See how Ling 3.0 Flash stacks up head to head on price, benchmarks, and features.
Ling 3.0 Flash vs Hy3
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See comparisonLing 3.0 Flash vs Solar Mini 4
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See comparisonLing 3.0 Flash vs MiMo-V2.5
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Ling 3.0 Flash vs Gemma 4 31B
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See comparisonLing 3.0 Flash vs Gemma 4 26B A4B
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Ling 3.0 Flash vs DeepSeek V3.2
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See comparisonAlternatives
Ling 3.0 Flash alternatives
Similar models worth considering, and where each one has the edge.
Tencent
Hy3
Xiaomi
MiMo-V2.5
inclusionAI
Ling 3.0 Flash VL
Want to learn about other models? Browse all models
FAQ
Frequently asked questions
How much does Ling 3.0 Flash cost?
Ling 3.0 Flash 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?
Ling 3.0 Flash 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?
Hy3 from Tencent is a strong alternative. It offers: higher intelligence score.
Can I use Ling 3.0 Flash alongside other models?
Yes. Shortcut Chat sends one prompt to Ling 3.0 Flash and any other models you pick at the same time, so you can compare answers side by side.
Try Ling 3.0 Flash next to every other model.
Use Ling 3.0 Flash alongside all the other models. Use one at a time, or multiple together. Get the best answer from every AI.