inclusionAI

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...

Context window
131Ktokens
Max output
33Ktokens
Input
$0.06/ 1M
Output
$0.18/ 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-3.0-flash-vl",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(completion.choices[0].message.content)

Cost

Example requestTokensCost
Short prompt1K in$0.00006
Typical chat turn1K in · 500 out$0.00015
Document analysis10K in · 2K out$0.00096
Long context100K in · 10K out$0.0078
Estimated cost per request$0.00015

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 3.0 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...

How much does inclusionAI Ling 3.0 Flash VL cost?

inclusionAI Ling 3.0 Flash VL is priced at $0.06 per 1 million input tokens and $0.18 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 3.0 Flash VL support streaming?

Yes, inclusionAI Ling 3.0 Flash VL supports streaming responses via NeuronGate's API. Use the standard "stream": true parameter in your request.

What is the context window of inclusionAI Ling 3.0 Flash VL?

inclusionAI Ling 3.0 Flash VL has a context window of 131K tokens (~98K words). Maximum output is 33K tokens.

Does inclusionAI Ling 3.0 Flash VL support function calling (tools)?

Yes, inclusionAI Ling 3.0 Flash VL supports function calling / tool use via NeuronGate's standard API.

How do I use inclusionAI Ling 3.0 Flash VL with NeuronGate?

Create a NeuronGate account, top up your balance with crypto, generate an API key, and use the model id inclusionai/ling-3.0-flash-vl in your requests. NeuronGate uses the OpenAI-compatible API format — set your base URL to https://neurongate.net/v1.