GLM-4.6 (Reasoning)
Z.ai • llm
Grande modelo de linguagem (llm) desenvolvido pela Zhipu AI — Intelligence Index 32/100 no Artificial Analysis; US$ 0.550/1M tokens de entrada; 37 tokens/s de velocidade.
Specifications
Context Window
—
Input Price/1M
$0.60
Output Price/1M
$2.20
Parameters
—
Speed
65 tok/s
Latency (TTFT)
1.6s
Benchmarks
GLM-4.6 (Reasoning) results on the main AI model evaluation benchmarks. Higher scores indicate better performance.
Agentic
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| Terminal-Bench Hard | 29.0 | 100.0 | — |
Coding
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| LiveCodeBench | 70.0 | 100.0 | Artificial Analysis official API |
| SciCode | 38.0 | 100.0 | — |
| AA Coding Index | 29.5 | 100.0 | Artificial Analysis official API |
Knowledge
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| MMLU-Pro | 83.0 | 100.0 | — |
Long Context
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| AA-LCR | 54.0 | 100.0 | — |
Math
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| AA Math Index | 86.0 | 100.0 | Artificial Analysis official API |
| AIME 2025 | 86.0 | 100.0 | Artificial Analysis official API |
overall
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| AA Intelligence Index | 25.1 | 100.0 | Artificial Analysis official API |
Reasoning
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| MMLU Pro | 78.4 | 100.0 | Artificial Analysis official API |
| GPQA Diamond | 78.0 | 100.0 | Artificial Analysis official API |
| IFBench | 43.0 | 100.0 | — |
| HLE | 13.0 | 100.0 | — |
Tool Use
| Benchmark | Score | Maximum | Methodology |
|---|---|---|---|
| Tau²-Bench | 77.0 | 100.0 | — |
Information
- Release date
- September 30, 2025
- Tool Calling
- ❌ Not supported
- Vision
- ❌ Not supported
- Audio
- ❌ Not supported
Full Analysis: GLM-4.6 (Reasoning)
What is GLM-4.6 (Reasoning)?
GLM-4.6 (Reasoning) is an AI model developed by Z.ai, classified as a llm model. It focuses on text processing and natural language generation. As a proprietary model, it is available via Z.ai's cloud API.
Pricing & Costs in 2026
GLM-4.6 (Reasoning) is usage-based, priced at $0.6/1M input tokens and $2.2/1M output tokens. For context: 1 million tokens is approximately 750,000 words, or about 10 average-length books. At this aggressive price point, it is one of the most cost-effective options on the market, ideal for high-volume applications like chatbots, bulk document analysis, and automation.
Benchmarks & Performance
GLM-4.6 (Reasoning) was evaluated on 14 different benchmarks, covering categories like Agentic, Coding, Knowledge, Long Context, Math, overall, Reasoning, Tool Use. Results show solid performance across available evaluations.
It's important to note that benchmarks measure specific aspects and don't capture the full user experience. Factors like instruction adherence, behavior in long conversations, and real-world task quality vary significantly between models and aren't always reflected in standard scores.
Recommended Use Cases
GLM-4.6 (Reasoning) is suitable for a wide range of AI applications: high-volume chatbots and automated support, text generation, summarization, translation, and general assistance.
Comparison with Alternatives
In the 2026 AI model ecosystem, GLM-4.6 (Reasoning) competes directly with similarly capable models. Z.ai competes in this segment against OpenAI, Anthropic, Google, and Meta. The choice between models depends on the specific use case, budget, latency requirements, and need for features like multimodality and tool calling.
For a detailed side-by-side comparison, use our comparison tool or check the overall model ranking.
Frequently Asked Questions
What is GLM-4.6 (Reasoning)?
GLM-4.6 (Reasoning) is an AI model developed by Z.ai. It is a llm model.
How much does GLM-4.6 (Reasoning) cost?
GLM-4.6 (Reasoning) costs $0.6/1M input tokens and $2.2/1M output tokens. For heavy usage (e.g., a chatbot handling 100k messages/month), costs can range from $10 to $1,000 depending on volume.
How does GLM-4.6 (Reasoning) compare with other models?
In available benchmarks, GLM-4.6 (Reasoning) scored: Terminal-Bench Hard: 29/100, LiveCodeBench: 70/100, SciCode: 38/100. See the full table above for a detailed comparison.
Is GLM-4.6 (Reasoning) open source?
No, GLM-4.6 (Reasoning) is a proprietary model from Z.ai. It is available via cloud API. For open source alternatives, check our open source model ranking.
What is GLM-4.6 (Reasoning) best for?
GLM-4.6 (Reasoning) excels at general-purpose language tasks.
Last updated: June 22, 2026 • View methodology →