Z.ai: GLM 4.6

Z.ai: GLM 4.6

z-ai · Released Sep 30, 2025 Professional
Intelligence #9 / 579
82.0 Our Score
Speed #239 / 275
41.3 tokens / sec
Input #369 / 579
$0.430 per 1M tokens
Output #373 / 579
$1.74 per 1M tokens
Context #195 / 579
202,752 tokens

Analysis Summary

Z.ai GLM 4.6 is a text-only model with a 202K context window, tool use, and function calling. Its agentic index of 47.7 and coding index of 29.5 are strong for its intelligence tier, and its math score of 86 and GPQA of 0.780 reflect solid reasoning capability. It competes closely with Qwen3 Max and Kimi K2 0905 on agentic performance.

For businesses, GLM 4.6 suits agentic automation, multi-step tool use, and coding-assisted workflows. Its lack of vision limits use in document-image pipelines, and long-context reasoning is moderate. The model is not widely adopted in mainstream enterprise tooling, which may add integration friction for some teams.

At $0.43 input and $1.74 output per million tokens, pricing is mid-range. Teams comfortable with Z.ai's ecosystem who need strong agentic and coding capability at a reasonable cost will find GLM 4.6 a capable option, though a -4 point regional accessibility adjustment applies given limited enterprise adoption outside its home market.

Assessed June 17, 2026

Editorial notes

Z.ai GLM 4.6 delivers a strong agentic index and competitive coding performance with tool use and function calling, though limited enterprise adoption tempers its practical business reach.

Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?

Performance Profile

Intelligence4.3Technical5.5Value7.5Content5.6
Intelligence 4.3/10
Technical 5.5/10
Content 5.6/10
Value 7.5/10

How Z.ai: GLM 4.6 compares

Z.ai: GLM 4.6 ranks #101 of 380 AI models we track for overall intelligence, #95 of 317 for coding, #100 of 292 for agentic tasks. Its 203K-token context window is larger than 66% of the models we list. At $0.43 per million input tokens it is cheaper than 36% of comparable models.

About Z.ai: GLM 4.6

Compared with GLM-4.5, this generation brings several key improvements: Longer context window: The context window has been expanded from 128K to 200K tokens, enabling the model to handle more complex..

Capabilities

Tool Use Function Calling

Performance Indices

Source: Artificial Analysis

25.1 Intelligence Index
29.5 Coding Index
47.7 Agentic Index
86 Math Index

Benchmark Scores

Intelligence

GPQA Diamond 78% Graduate-level scientific reasoning
HLE 13.3% Humanity's Last Exam
MMLU Pro 82.9% Multi-task language understanding
AIME 2025 86% Competition mathematics (2025)
SciCode 38.4% Scientific computing

Technical

LiveCodeBench 69.5% Live coding evaluation
TerminalBench Hard 25% Agentic terminal tasks
τ²-Bench 70.5% Conversational agent benchmark

Content

IFBench 43.4% Instruction following
LCR 54.3% Long-context reasoning

Benchmark data from Artificial Analysis and Hugging Face

How does Z.ai: GLM 4.6 stack up?

Compare side-by-side with other professional models.

Compare Models

Model Information

OpenRouter ID z-ai/glm-4.6
Providerz-ai
Release Date September 30, 2025
Context Length202,752 tokens
Max Completion131,072 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.43 $0.000430
Output $1.74 $0.001740

Live Performance

Live endpoint metrics, refreshed every 30 minutes.

91.3%
Avg Uptime
449ms
Best Latency (TTFT)
67 tok/s
Best Throughput
3/5
Active Endpoints
Available via: DeepInfra, Novita, Z.AI, AtlasCloud, Venice

Leaderboard Categories

Frequently asked questions about Z.ai: GLM 4.6

How much does Z.ai: GLM 4.6 cost?

Z.ai: GLM 4.6 costs $0.43 per million input tokens and $1.74 per million output tokens.

What is the context window of Z.ai: GLM 4.6?

Z.ai: GLM 4.6 has a context window of 202,752 tokens (203K).

Is Z.ai: GLM 4.6 good for coding?

On our coding benchmark index, Z.ai: GLM 4.6 ranks #95 of 317 models, placing it in the broader range of the field for code generation and debugging.

What can Z.ai: GLM 4.6 do?

Z.ai: GLM 4.6 supports tool use and function calling.

Who created Z.ai: GLM 4.6?

Z.ai: GLM 4.6 is developed by Z.ai and was released on September 30, 2025.