GLM-4.6V extends GLM-4.6 with native vision capabilities, enabling it to process and understand images alongside text. It handles visual Q&A, image captioning, chart interpretation, and document scanning with the same reliable, consistent quality that makes GLM-4.6 popular for production workloads.
The model's vision capabilities are particularly strong for Chinese-language documents — scanned contracts, invoices, and forms in Chinese are processed with high accuracy. It also handles natural scene images, product photos, and diagrams, making it versatile for multimodal enterprise applications.
Key Features
Native image understanding alongside text processing
Strong OCR for Chinese and English documents
Chart and diagram interpretation with data extraction
Consistent multimodal output for automated pipelines
128K token context for multi-image analysis
Reliable structured output from visual inputs
Ideal Use Cases
Chinese document scanning and data extraction
Visual Q&A for customer-facing applications
Product image analysis for e-commerce workflows
Chart interpretation and data extraction pipelines
Technical Specifications
| Context Window | 128K tokens |
| Modality | Text, Image → Text |
| Provider | ZAI |
| Category | Text Generation |
| Vision | Supported |
| Max Output | 16K tokens |
API Usage
1 curl -X POST https://api.vincony.com/v1/chat/completions \ 2 -H "Authorization: Bearer YOUR_API_KEY" \ 3 -H "Content-Type: application/json" \ 4 -d '{ 5 "model": "zai/glm-4.6v", 6 "messages": [ 7 { "role": "user", "content": "Hello, GLM-4.6V!" } 8 ] 9 }'
Replace YOUR_API_KEY with your Vincony API key. OpenAI-compatible endpoint — works with any OpenAI SDK.
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Frequently Asked Questions
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