How much does Ling 3.0 Flash VL cost?

Ling 3.0 Flash VL is billed pay-as-you-go at $0.07 per 1M input tokens and $0.20 per 1M output tokens. There is no subscription — you only pay for what you use.

What can Ling 3.0 Flash VL do?

Ling 3.0 Flash VL supports Vision, Tool calling.

Is Ling 3.0 Flash VL free to use?

Ling 3.0 Flash VL is a paid, pay-as-you-go model — no subscription, you are only charged for usage.

How do I use Ling 3.0 Flash VL via the API?

Ling 3.0 Flash VL is OpenAI-compatible. Point any OpenAI SDK at https://api.airforce/v1 and pass the model ID ling-3.0-flash-vl with your Api.Airforce API key.

Who makes Ling 3.0 Flash VL?

Ling 3.0 Flash VL is inclusionAI's chat model, served through the unified Api.Airforce gateway alongside 100+ other models.

inclusionAIPaidOperational

Ling 3.0 Flash VL

API model name: ling-3.0-flash-vl

Ling 3.0 Flash VL is inclusionAI's chat model, served on the Api.Airforce unified API. Capabilities include Vision, Tool calling. It is priced at $0.07 per million input tokens and $0.20 per million output tokens. That is below the provider's $0.06 official input rate. Access it through the OpenAI-compatible API with one key, alongside 100+ other models on Api.Airforce.

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Pricing

Input / 1M tokens

$0.07

Output / 1M tokens

$0.20

Cache read / 1M tokens

$0.01

Cache write / 1M tokens

$0.09

Official input rate

$0.06

Official output rate

$0.18

Api.Airforce price vs. the provider's official rate.

Specifications

Provider: inclusionAI
Type: chat model

Capabilities

VisionTool calling

What is Ling 3.0 Flash VL used for?

Chatbots & assistants — conversational AI, drafting, summarizing and Q&A.
Image understanding — analyze photos, screenshots, charts and scanned documents.
Agents & automation — function calling and tool use for multi-step workflows.

Ling 3.0 Flash VL vs. similar models

Model	Intelligence	Context	Input / 1M	Output / 1M
Ling 3.0 Flash VL	—	—	$0.07	$0.20
Ling 3.0 Flash	—	—	$0.04	$0.08
Ling 3.1 Flash	—	—	$0.09	$0.26
Qwen Plus	—	—	$0.22	$0.60

Prices are Api.Airforce pay-as-you-go rates per 1M tokens. Context is the maximum input length.

Ling 3.0 Flash VL — frequently asked questions

How much does Ling 3.0 Flash VL cost?: Ling 3.0 Flash VL is billed pay-as-you-go at $0.07 per 1M input tokens and $0.20 per 1M output tokens. There is no subscription — you only pay for what you use.
What can Ling 3.0 Flash VL do?: Ling 3.0 Flash VL supports Vision, Tool calling.
Is Ling 3.0 Flash VL free to use?: Ling 3.0 Flash VL is a paid, pay-as-you-go model — no subscription, you are only charged for usage.
How do I use Ling 3.0 Flash VL via the API?: Ling 3.0 Flash VL is OpenAI-compatible. Point any OpenAI SDK at https://api.airforce/v1 and pass the model ID ling-3.0-flash-vl with your Api.Airforce API key.
Who makes Ling 3.0 Flash VL?: Ling 3.0 Flash VL is inclusionAI's chat model, served through the unified Api.Airforce gateway alongside 100+ other models.

All models·Quickstart·Chat API reference

Use Ling 3.0 Flash VL via the API

OpenAI-compatible — point any OpenAI SDK at https://api.airforce/v1 and pass ling-3.0-flash-vl as the model.

cURL

curl https://api.airforce/v1/chat/completions \
  -H "Authorization: Bearer $AIRFORCE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "ling-3.0-flash-vl",
    "messages": [{ "role": "user", "content": "Hello!" }]
  }'

Python

from openai import OpenAI
client = OpenAI(base_url="https://api.airforce/v1", api_key="$AIRFORCE_API_KEY")
r = client.chat.completions.create(
    model="ling-3.0-flash-vl",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(r.choices[0].message.content)

JavaScript

import OpenAI from "openai";
const client = new OpenAI({ baseURL: "https://api.airforce/v1", apiKey: process.env.AIRFORCE_API_KEY });
const r = await client.chat.completions.create({
  model: "ling-3.0-flash-vl",
  messages: [{ role: "user", content: "Hello!" }],
});
console.log(r.choices[0].message.content);