Z.ai: GLM 4.6V

Z.ai: GLM 4.6V

z-ai · Released Dec 8, 2025 Professional
Intelligence #10 / 576
82.0 Our Score
Speed #164 / 271
75.7 tokens / sec
Input #329 / 577
$0.300 per 1M tokens
Output #316 / 577
$0.900 per 1M tokens
Context #233 / 577
131,072 tokens

Analysis Summary

Z.ai GLM 4.6V is a multimodal model supporting text, image, and video input with tool use and function calling. Its intelligence index sits at 23.4, which is below the strong tier, but the breadth of modality support and a 131K context window give it practical versatility for mixed-media workflows.

Coding and agentic scores are limited, so it is not suited for software engineering or autonomous agent tasks. It performs better as a content analysis or document-processing tool where vision and long context matter more than raw reasoning depth. Instruction following (ifbench 0.30) is below average, which is a concern for precise client-facing output.

Priced at $0.30 input and $0.90 output per 1M tokens, it is cost-accessible. A regional accessibility penalty applies, reflecting limited enterprise adoption outside its home market. Best suited for teams that specifically need video and image understanding at a low price point.

Assessed June 6, 2026

Editorial notes

GLM 4.6V from Z.ai supports vision, video, tool use, and function calling with a 131K context, though benchmark scores are modest and a regional penalty applies.

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

Performance Profile

Intelligence4Technical3.1Value7.8Content4
Intelligence 4/10
Technical 3.1/10
Content 4/10
Value 7.8/10

How Z.ai: GLM 4.6V compares

Z.ai: GLM 4.6V ranks #154 of 378 AI models we track for overall intelligence, #146 of 315 for coding, #164 of 289 for agentic tasks. Its 131K-token context window is larger than 60% of the models we list. At $0.30 per million input tokens it is cheaper than 43% of comparable models.

About Z.ai: GLM 4.6V

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..

Capabilities

Tool Use Function Calling Vision

Performance Indices

Source: Artificial Analysis

23.4 Intelligence Index
19.7 Coding Index
23 Agentic Index
85.3 Math Index

Benchmark Scores

Intelligence

GPQA Diamond 71.9% Graduate-level scientific reasoning
HLE 8.9% Humanity's Last Exam
MMLU Pro 79.9% Multi-task language understanding
AIME 2025 85.3% Competition mathematics (2025)
SciCode 30.4% Scientific computing

Technical

LiveCodeBench 16% Live coding evaluation
TerminalBench Hard 14.4% Agentic terminal tasks
τ²-Bench 31.6% Conversational agent benchmark

Content

IFBench 30.1% Instruction following
LCR 40.3% Long-context reasoning

Benchmark data from Artificial Analysis and Hugging Face

How does Z.ai: GLM 4.6V stack up?

Compare side-by-side with other professional models.

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Model Information

OpenRouter ID z-ai/glm-4.6v
Providerz-ai
Release Date December 8, 2025
Context Length131,072 tokens
Max Completion32,768 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.30 $0.000300
Output $0.90 $0.000900

Live Performance

Live endpoint metrics, refreshed every 30 minutes.

94.1%
Avg Uptime
1,742ms
Best Latency (TTFT)
17.5 tok/s
Best Throughput
2/2
Active Endpoints
Available via: Novita, Z.AI

Leaderboard Categories

Frequently asked questions about Z.ai: GLM 4.6V

How much does Z.ai: GLM 4.6V cost?

Z.ai: GLM 4.6V costs $0.30 per million input tokens and $0.90 per million output tokens.

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

Z.ai: GLM 4.6V has a context window of 131,072 tokens (131K).

Is Z.ai: GLM 4.6V good for coding?

On our coding benchmark index, Z.ai: GLM 4.6V ranks #146 of 315 models, placing it in the broader range of the field for code generation and debugging.

What can Z.ai: GLM 4.6V do?

Z.ai: GLM 4.6V supports image/vision input, tool use, and function calling.

Who created Z.ai: GLM 4.6V?

Z.ai: GLM 4.6V is developed by Z.ai and was released on December 8, 2025.