How do I access Ling 3.0 Flash VL from inside Iran?

Create an account on Hormouz and generate an API key. Hormouz provides a stable path to the model from inside Iran, with no foreign credit card or circumvention tooling required.

Is Ling 3.0 Flash VL compatible with OpenAI code?

Yes. Hormouz exposes an OpenAI-compatible API. Point your base URL at Hormouz and swap in your Hormouz key. Your existing SDKs and code run without a rewrite.

What context window and capabilities does Ling 3.0 Flash VL have?

It has a 262K-token context window, accepts text, image and video input, and supports tool calling, structured JSON output and streaming.

inclusionAI: Ling 3.0 Flash VL: AI model

Ling 3.0 Flash VL is a very low-cost vision-language model built on Ling 3.0 Flash from inclusionAI with a 262K-token context window. Reachable from inside Iran through Hormouz.

Context window:: 131,072 tokens
Input:: $0.06/1M tokens
Output:: $0.18/1M tokens
Type:: text, image, video

Vision
Tools
Streaming
Long context

Thinking levels:

Ling 3.0 Flash VL adds native vision to inclusionAI's Ling 3.0 Flash, a 124B mixture-of-experts with 5.5B active parameters, and strengthens its language skills too. It can answer instantly or reason first, call tools, and act as a visual agent that works from screenshots and images. Its price is among the lowest for a model that sees.

It accepts text, image and video input and returns text, and supports tool calling, structured JSON output and streaming. Ling 3.0 Flash VL is commonly used for image captioning and question answering, screenshot-driven agents, OCR-style extraction and high-volume visual tasks. Hormouz serves it behind an OpenAI-compatible API: point your base URL at Hormouz, drop in a Hormouz key, and existing OpenAI SDK code runs without changes.

Pricing is usage-based: $0.021 per million input tokens and $0.062 per million output tokens. There is no fixed monthly fee, and you pay only for the tokens you use. Hormouz provides stable access to the model from inside Iran, with no foreign credit card or circumvention tooling required.

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...

Quickstart

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

Specs

Vendor	InclusionAI
Type	Text, Image, Video
Context window	131,072 tokens
Pricing	$0.06/M in · $0.18/M out
API	Chat Completions
Capabilities	Streaming · Vision · Tools

Benchmarks

24.6

Intelligence Index

Better than 45% of models we compared

Coding Index

Better than 65% of models we compared

28.7

Agentic Index

Better than 65% of models we compared

Reasoning

GPQA Diamond

Graduate-level scientific reasoning

86.2%

HLE

Humanity's Last Exam

22%

AA-LCR

Long-context reasoning

78.3%

CritPt

Research-level physics reasoning

AA Omniscience

Broad factual knowledge accuracy

14.3%

Non-Hallucination

Rate of avoiding fabricated answers

78%

Coding

SciCode

Python for scientific computing

44.2%

Agentic

GDPval

Economically valuable tasks

33.2%

Source: Artificial Analysis

Code example

cURL

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

Python

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

JavaScript

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

Buy the inclusionAI: Ling 3.0 Flash VL API, paid in rial

Buy credit with an Iranian bank card; no foreign card or account needed.
One Hormouz key reaches inclusionAI: Ling 3.0 Flash VL and 600+ other models, and you pay only for what you use.
No VPN and no risk of a banned account; just change the base URL to api.hormouz.net/v1.

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FAQ

How much does Ling 3.0 Flash VL cost?: Pricing is usage-based: $0.021 per million input tokens and $0.062 per million output tokens. There is no fixed monthly fee, and you pay only for the tokens you use.
How do I access Ling 3.0 Flash VL from inside Iran?: Create an account on Hormouz and generate an API key. Hormouz provides a stable path to the model from inside Iran, with no foreign credit card or circumvention tooling required.
Is Ling 3.0 Flash VL compatible with OpenAI code?: Yes. Hormouz exposes an OpenAI-compatible API. Point your base URL at Hormouz and swap in your Hormouz key. Your existing SDKs and code run without a rewrite.
What context window and capabilities does Ling 3.0 Flash VL have?: It has a 262K-token context window, accepts text, image and video input, and supports tool calling, structured JSON output and streaming.
What is Ling 3.0 Flash VL good for?: Typical uses are image captioning and question answering, screenshot-driven agents, OCR-style extraction and high-volume visual tasks.

Updated 2026-10-13