Author's Description
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 and charts directly as visual inputs, and integrates native multimodal function calling to connect perception with downstream tool execution. The model also enables interleaved image-text generation and UI reconstruction workflows, including screenshot-to-HTML synthesis and iterative visual editing.
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
Z.AI's GLM-4.6V, a large multimodal model created on December 8, 2025, demonstrates a balanced performance profile with notable strengths in reliability and specific accuracy benchmarks. The model exhibits moderate speed performance, ranking in the 30th percentile, indicating it performs at an average pace compared to other models. Its pricing is also moderate, positioned at the 34th percentile, suggesting it offers competitive costs without being the cheapest option. A standout feature is its exceptional reliability, achieving a 100% success rate across all benchmarks, signifying minimal technical failures and consistent response delivery. In terms of benchmark performance, GLM-4.6V excels in ethical reasoning, achieving a perfect 100.0% accuracy, making it the most accurate model at its price point and among models of similar speed. It also shows strong general knowledge with 99.5% accuracy, placing it in the 76th percentile. Coding performance is solid at 89.0% accuracy. The primary area for improvement lies in its handling of hallucinations, where it scored 90.0% accuracy, ranking in the 40th percentile, indicating some room for improvement in acknowledging uncertainty. Its duration for hallucination tests was also relatively slow. Overall, GLM-4.6V is a highly reliable multimodal model with strong ethical and general knowledge capabilities, making it suitable for applications requiring high accuracy and consistent operation, particularly in complex visual and long-context reasoning tasks.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.3 |
| Completion | $0.9 |
| Input Cache Read | $0.05 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
Z.AI
|
Z.AI | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
|
DeepInfra
|
DeepInfra | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
|
Parasail
|
Parasail | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
|
Chutes
|
Chutes | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
|
Novita
|
Novita | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
|
SiliconFlow
|
SiliconFlow | z-ai/glm-4.6-20251208 | 131K | $0.3 / 1M tokens | $0.9 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by z-ai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| Z.ai: GLM 5 | Feb 11, 2026 | — | 202K |
Text input
Text output
|
★ | ★★★★ | $$$$$ |
| Z.ai: GLM 5 Unavailable | Feb 11, 2026 | — | 204K |
Text input
Text output
|
★ | ★★★★ | $ |
| Z.ai: GLM 4.7 Flash | Jan 19, 2026 | ~30B | 202K |
Text input
Text output
|
★ | ★★★ | $$$$ |
| Z.ai: GLM 4.7 | Dec 21, 2025 | — | 200K |
Text input
Text output
|
★ | ★★★★★ | $$$$$ |
| Z.ai: GLM 4.6 | Sep 30, 2025 | — | 200K |
Text input
Text output
|
★ | ★★★ | $$$$$ |
| Z.ai: GLM 4.6 (exacto) | Sep 30, 2025 | — | 202K |
Text input
Text output
|
— | — | $$$$ |
| Z.ai: GLM 4.5V | Aug 11, 2025 | ~106B | 65K |
Image input
Text input
Text output
|
★★ | ★★★ | $$$$$ |
| Z.ai: GLM 4.5 | Jul 25, 2025 | — | 131K |
Text input
Text output
|
★ | ★★★★ | $$$$$ |
| Z.ai: GLM 4.5 Air | Jul 25, 2025 | — | 131K |
Text input
Text output
|
★ | ★★ | $$$$$ |
| Z.ai: GLM 4 32B | Jul 24, 2025 | 32B | 128K |
Text input
Text output
|
★★★ | ★ | $$ |