GLM-4.6 (Non-reasoning)

GLM-4.6 (Non-reasoning)

Z.aillm

Grande modelo de linguagem (llm) desenvolvido pela Zhipu AI — Intelligence Index 30/100 no Artificial Analysis; US$ 0.600/1M tokens de entrada; 37 tokens/s de velocidade.

API Available

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 (Non-reasoning) results on the main AI model evaluation benchmarks. Higher scores indicate better performance.

Agentic

BenchmarkScoreMaximumMethodology
Terminal-Bench Hard29.0100.0

Coding

BenchmarkScoreMaximumMethodology
LiveBench Coding71.0100.0Contamination-free benchmark with objective ground-truth answers
LiveCodeBench56.1100.0Artificial Analysis official API
SciCode33.0100.0
AA Coding Index30.2100.0Artificial Analysis official API

Data Analysis

BenchmarkScoreMaximumMethodology
LiveBench Data Analysis52.0100.0Contamination-free benchmark with objective ground-truth answers

Knowledge

BenchmarkScoreMaximumMethodology
MMLU-Pro78.0100.0

Language

BenchmarkScoreMaximumMethodology
LiveBench Language59.0100.0Contamination-free benchmark with objective ground-truth answers

Long Context

BenchmarkScoreMaximumMethodology
AA-LCR26.0100.0

Math

BenchmarkScoreMaximumMethodology
LiveBench Math81.1100.0Contamination-free benchmark with objective ground-truth answers
AA Math Index44.3100.0Artificial Analysis official API
AIME 202544.3100.0Artificial Analysis official API

overall

BenchmarkScoreMaximumMethodology
LiveBench Global55.2100.0Contamination-free benchmark with objective ground-truth answers
AA Intelligence Index23.0100.0Artificial Analysis official API

Reasoning

BenchmarkScoreMaximumMethodology
MMLU Pro78.4100.0Artificial Analysis official API
GPQA Diamond63.2100.0Artificial Analysis official API
LiveBench Reasoning62.1100.0Contamination-free benchmark with objective ground-truth answers
IFBench37.0100.0
HLE5.0100.0

Tool Use

BenchmarkScoreMaximumMethodology
Tau²-Bench77.0100.0

Information

Release date
September 30, 2025
Tool Calling
❌ Not supported
Vision
❌ Not supported
Audio
❌ Not supported

Full Analysis: GLM-4.6 (Non-reasoning)

What is GLM-4.6 (Non-reasoning)?

GLM-4.6 (Non-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 (Non-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 (Non-reasoning) was evaluated on 20 different benchmarks, covering categories like Agentic, Coding, Data Analysis, Knowledge, Language, 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 (Non-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 (Non-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 (Non-reasoning)?

GLM-4.6 (Non-reasoning) is an AI model developed by Z.ai. It is a llm model.

How much does GLM-4.6 (Non-reasoning) cost?

GLM-4.6 (Non-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 (Non-reasoning) compare with other models?

In available benchmarks, GLM-4.6 (Non-reasoning) scored: Terminal-Bench Hard: 29/100, LiveBench Coding: 71.02/100, LiveCodeBench: 56.1/100. See the full table above for a detailed comparison.

Is GLM-4.6 (Non-reasoning) open source?

No, GLM-4.6 (Non-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 (Non-reasoning) best for?

GLM-4.6 (Non-reasoning) excels at general-purpose language tasks.

Last updated: June 21, 2026 View methodology →