What inputs does GLM-4.6V accept?

It accepts text, image and video and produces text output. It handles complex page layouts and charts well.

What is the context window of GLM-4.6V?

The model supports up to 128K tokens of context, suited to reasoning over long documents and media.

What is GLM-4.6V good for?

High-fidelity visual understanding, document and chart parsing, UI reconstruction (screenshot-to-HTML) and multimodal tool calling.

How do I access GLM-4.6V from inside Iran?

Create an account on Hormouz and generate an API key. Hormouz provides stable access from inside Iran via an OpenAI-compatible API.

Z.ai: GLM 4.6V: AI model

GLM-4.6V is a large multimodal model for high-fidelity visual understanding and long-context reasoning across images, documents and video. With a 128K-token window, via Hormouz.

Context window:: 131,072 tokens
Input:: $0.3/1M tokens
Output:: $0.9/1M tokens
Type:: text, image, video

Vision
Tools
Streaming
Long context

Thinking levels:

GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents and mixed media. It supports up to 128K tokens of context and processes complex page layouts and charts directly as visual inputs.

It integrates native multimodal function calling to connect perception with downstream tool execution, and enables interleaved image-text generation and UI reconstruction workflows such as screenshot-to-HTML synthesis. Inputs include text, image and video.

Pricing is usage-based: $0.30 per million input tokens and $0.90 per million output tokens. GLM-4.6V is served through Hormouz behind an OpenAI-compatible API with stable access from inside Iran.

GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents, and mixed media. It supports up to 128K tokens, processes complex page layouts...

Quickstart

curl https://api.hormouz.net/v1/chat/completions \
  -H "Authorization: Bearer ng-YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "z-ai/glm-4.6v",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Specs

Vendor	Z.ai
Type	Text, Image, Video
Context window	131,072 tokens
Pricing	$0.30/M in · $0.90/M out
API	Chat Completions
Capabilities	Streaming · Vision · Tools

Benchmarks

Reasoning

GPQA Diamond

Graduate-level scientific reasoning

71.9%

HLE

Humanity's Last Exam

9.6%

IFBench

Instruction-following

30.1%

AA-LCR

Long-context reasoning

48.7%

CritPt

Research-level physics reasoning

AA Omniscience

Broad factual knowledge accuracy

16.2%

Non-Hallucination

Rate of avoiding fabricated answers

48.5%

Coding

Terminal-Bench Hard

Agentic coding & terminal use

14.4%

Agentic

τ²-Bench

Tool-use agents in dual-control scenarios

31.6%

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": "z-ai/glm-4.6v",
    "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="z-ai/glm-4.6v",
    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: "z-ai/glm-4.6v",
  messages: [{ role: "user", content: "Hello!" }],
});
console.log(response.choices[0].message.content);

Buy the Z.ai: GLM 4.6V API, paid in rial

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FAQ

What inputs does GLM-4.6V accept?: It accepts text, image and video and produces text output. It handles complex page layouts and charts well.
What is the context window of GLM-4.6V?: The model supports up to 128K tokens of context, suited to reasoning over long documents and media.
How much does GLM-4.6V cost?: Billing is usage-based: $0.30 per million input tokens and $0.90 per million output tokens.
What is GLM-4.6V good for?: High-fidelity visual understanding, document and chart parsing, UI reconstruction (screenshot-to-HTML) and multimodal tool calling.
How do I access GLM-4.6V from inside Iran?: Create an account on Hormouz and generate an API key. Hormouz provides stable access from inside Iran via an OpenAI-compatible API.

Updated 2026-10-13