MODELS / INCLUSIONAI

Ling 3.0 Flash VL

Ling 3.0 Flash VL builds on Ling 3.0 Flash with stronger language capabilities, native visual perception, and visual agent capabilities. It supports text, image, and video inputs with text output, reasoning, and function calling.

START BUILDING COMPARE

TEXTREASONINGTOOL-USEVIDEO-INPUTVISIONOPEN-WEIGHTS

256K

CONTEXT WINDOW

32K

MAX OUTPUT TOKENS

$0.075

INPUT PRICE / 1M TOKENS

$0.22

OUTPUT PRICE / 1M TOKENS

QUICKSTART

PROTOCOL:: OPENAI COMPATIBLE
STREAMING:: SUPPORTED

Call it in one request.

OpenAI-compatible: change the base URL, and the setup is complete.

curl https://enterprise.blackbox.ai/v1/chat/completions \
  -H "Authorization: Bearer $BLACKBOX_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "blackboxai/inclusionai/ling-3.0-flash-vl",
    "messages": [{ "role": "user", "content": "Hello!" }],
    "stream": true
  }'

import os
from openai import OpenAI

client = OpenAI(
    api_key=os.environ.get("BLACKBOX_API_KEY"),
    base_url="https://enterprise.blackbox.ai/v1",
)

stream = client.chat.completions.create(
    model="blackboxai/inclusionai/ling-3.0-flash-vl",
    messages=[{"role": "user", "content": "Hello!"}],
    stream=True,
)

for chunk in stream:
    print(chunk.choices[0].delta.content or "", end="", flush=True)

import OpenAI from 'openai';

const client = new OpenAI({
  apiKey: process.env.BLACKBOX_API_KEY,
  baseURL: 'https://enterprise.blackbox.ai/v1',
});

const stream = await client.chat.completions.create({
  model: 'blackboxai/inclusionai/ling-3.0-flash-vl',
  messages: [{ role: 'user', content: 'Hello!' }],
  stream: true,
});

for await (const chunk of stream) {
  process.stdout.write(chunk.choices[0]?.delta?.content || '');
}

SPECIFICATIONS

CONTEXT:: 256K
PROVIDER:: INCLUSIONAI
TYPE:: TEXT

The full spec sheet.

Context, pricing, modalities, routing, and deployment: everything Ling 3.0 Flash VL supports, in one table.

MODEL ID: blackboxai/inclusionai/ling-3.0-flash-vl
DEVELOPED BY: Inclusionai
MODEL TYPE: Text
RELEASED: Sep 8, 2026
CONTEXT WINDOW: 256K
MAX OUTPUT TOKENS: 32K
INPUT MODALITIES: text, image, video
OUTPUT MODALITIES: text
INPUT PRICE: $0.075 / 1M tokens
OUTPUT PRICE: $0.22 / 1M tokens
CACHE READ: $0.015 / 1M tokens
REASONING: Supported
DATA RETENTION: Standard retention
DEDICATED DEPLOYMENT: Enterprise · single-tenant
SUPPORTED PARAMETERS: max_tokenstemperaturestoptoolstool_choicereasoninginclude_reasoning

MODELS:: 3

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