inclusionAI: Ling 3.1 Flash✓ Catalog verified
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Overview
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Access: available through the official Inclusionai API. Context window: 262K.
Specifications
| API identifier | inclusionai/ling-3.1-flash |
| Provider | Inclusionai |
| Model type | Text LLM |
| Context window | 262K catalog |
| Input modalities | text |
| Output modalities | text |
| Released | Oct 2, 2026 |
| Moderated | No |
| Architecture modality | text->text |
Pricing
Live pricing components for inclusionai/ling-3.1-flash as published in the catalog.
| Pricing component | Raw unit price | Normalized | Unit |
|---|---|---|---|
| Prompt tokens | $0 | $0.00 / 1M | Per input token |
| Completion tokens | $0 | $0.00 / 1M | Per output token |
| Request fee | N/A | N/A | Per request |
| Image fee | N/A | N/A | Per image unit |
| Web search fee | N/A | N/A | Per search request |
Cost calculator
Estimate monthly spend from your own token volumes.
Estimated Total Cost
$0Calculated from current list pricing in the ModelsAtlas catalog.Capabilities
| Capability | Status | What it means |
|---|---|---|
| Visual Understanding | Not advertised | Image and document analysis support |
| Audio Processing | Not advertised | Speech and voice aligned flows |
| Tool Calling | ✓ Supported | Supports tools / function calling |
| Self-Hosting | Not advertised | Deploy outside managed APIs |
Capability signals
Directional signals derived from model metadata and capability tags — not official benchmark submissions.
Quick start
Call inclusionAI: Ling 3.1 Flash through an OpenAI-compatible client.
from openai import OpenAI
client = OpenAI(
base_url="https://openrouter.ai/api/v1",
api_key="YOUR_API_KEY"
)
response = client.chat.completions.create(
model="inclusionai/ling-3.1-flash",
messages=[{"role": "user", "content": "Explain quantum physics."}]
)
print(response.choices[0].message.content)Alternatives
Closest models by context window from a different provider.
| Model | Provider | Context | Input /1M | Actions |
|---|---|---|---|---|
| AionLabs: Aion 3.5 | Aion Labs | 262K | $3.00 | View → |
| AionLabs: Aion 3.5 Mini | Aion Labs | 262K | $0.70 | View → |
Sources & attribution
Pricing and metadata are maintained in the ModelsAtlas catalog.
Frequently asked questions
How much does inclusionAI: Ling 3.1 Flash cost?
$0.00 per 1M input tokens and $0.00 per 1M output tokens on the official Inclusionai API.
What is the context window of inclusionAI: Ling 3.1 Flash?
inclusionAI: Ling 3.1 Flash supports up to 262K tokens of context.
Does inclusionAI: Ling 3.1 Flash support tool / function calling?
Yes, inclusionAI: Ling 3.1 Flash supports tool / function calling — you can register tools and the model will emit structured tool calls.
How do I access inclusionAI: Ling 3.1 Flash?
Use the official Inclusionai API with the model id `inclusionai/ling-3.1-flash`. See the Quick start section above for code examples.