inclusionAI
inclusionAI Ling 3.1 Flash
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
- Context window
- 262Ktokens
- Max output
- 236Ktokens
- Input
- $0.075/ 1M
- Output
- $0.225/ 1M
Quick start
from openai import OpenAI
client = OpenAI(
base_url="https://neurongate.net/v1",
api_key="sk-ng-your-api-key",
)
completion = client.chat.completions.create(
model="inclusionai/ling-3.1-flash",
messages=[{"role": "user", "content": "Hello!"}],
)
print(completion.choices[0].message.content)Cost
| Example request | Tokens | Cost |
|---|---|---|
| Short prompt | 1K in | $0.000075 |
| Typical chat turn | 1K in · 500 out | $0.000188 |
| Document analysis | 10K in · 2K out | $0.0012 |
| Long context | 100K in · 10K out | $0.00975 |
Prices in USD. Billed per token actually used, from a balance prepaid in USDT, USDC, ETH or BTC.
Frequently asked questions
What is inclusionAI Ling 3.1 Flash?
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
How much does inclusionAI Ling 3.1 Flash cost?
inclusionAI Ling 3.1 Flash is priced at $0.075 per 1 million input tokens and $0.225 per 1 million output tokens when accessed via NeuronGate. You pay per token — no subscriptions required. Top up with crypto (USDT, USDC, ETH, BTC).
Does inclusionAI Ling 3.1 Flash support streaming?
Yes, inclusionAI Ling 3.1 Flash supports streaming responses via NeuronGate's API. Use the standard "stream": true parameter in your request.
What is the context window of inclusionAI Ling 3.1 Flash?
inclusionAI Ling 3.1 Flash has a context window of 262K tokens (~197K words). Maximum output is 236K tokens.
Does inclusionAI Ling 3.1 Flash support function calling (tools)?
Yes, inclusionAI Ling 3.1 Flash supports function calling / tool use via NeuronGate's standard API.
How do I use inclusionAI Ling 3.1 Flash with NeuronGate?
Create a NeuronGate account, top up your balance with crypto, generate an API key, and use the model id inclusionai/ling-3.1-flash in your requests. NeuronGate uses the OpenAI-compatible API format — set your base URL to https://neurongate.net/v1.