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ZAIReleased on Sep 30, 2025

GLM-4.6: API Pricing, Context Window & Benchmarks

GLM-4.6 is a language model from ZAI, released in September 2025, with multimodal input.

GLM-4.6 is the latest version of Z.ai's flagship model, bringing significant improvements over GLM-4.5. Key features include: 200K token context window (expanded from 128K), superior coding performance with better real-world application in

Input
TextImageVideo
Output
Text

GLM-4.6 benchmarks

Capability tiers

Standing within each category, adjusted for leaderboard depth.

Real tasks performance

High-confidence performance for GLM-4.6 across real-world prompt categories. Only 95% intervals at most 4 points wide are shown.

Performance by conversation depth

How GLM-4.6 holds up as conversations get longer.

Quality Tracker

GLM-4.6 Performance Across Datasets

Scores sourced from the model's scorecard, paper, or official blog posts

LLM Stats Logollm-stats.com - Fri Sep 04 2026
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GLM-4.6 pricing

Providers

GLM-4.6 starts at $0.550 per million input tokens and $2.19 per million output tokens via Fireworks. See all 2 providers below with their per-token pricing, latency, throughput, and modality support.

ProviderInput $/MCached input $/MOutput $/MContext in / outTTFT p95 sOutput p5 c/sModalities in / out
Fireworks logoFireworks
$0.550$2.19131.1K/131.1K
/
DeepInfra logoDeepInfra
$0.600$2.00131.1K/65.5K
0.70
/

Cached input is the discounted price for prompt tokens served from a provider cache. TTFT is time to first token. Output is characters per second; p5 is the sustained floor exceeded by 95% of observed requests.

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GLM-4.6 model size

GLM-4.6 has 357 billion parameters. See how it compares to other models in the same parameter range.

Parameters
357BMoE
Frontier (200B+)
357B
1B7B70B405B

GLM-4.6 context window

Input and output token limits for GLM-4.6, plus how it ranks on long-context understanding.

InputOutput
131Ktokens
131Ktokens
197 pages of text
131K
8K128K1M

GLM-4.6 API

Available from the model provider

GLM-4.6 has an official provider API. It is not currently routed through the LLM Stats gateway.

Read the official API documentation

GLM-4.6 latency

GLM-4.6 time to first token, sustained output throughput, and failed-request rate from live API traffic over the trailing 7 days.

GLM-4.6 examples

Recent arena outputs from GLM-4.6, picked from the highest-ranked matchups.

GLM-4.6 license

GLM-4.6 is released under the MIT license, which permits commercial use, has 357.0B parameters.

License
MIT
Commercial use allowed
Parameters
357.0B

MIT License - allows commercial use

GLM-4.6 resources

Official sources for GLM-4.6: api documentation, official playground, paper or system card, official launch post.

GLM-4.6 vs other models

The most-compared alternatives to GLM-4.6 are Grok-3, GPT OSS 120B High, GPT-5.1. Open any pair side-by-side for benchmarks, pricing, context, and latency.

Models like GLM-4.6

Models ranked just above and below GLM-4.6 by LLM Stats score.

 

Grok-3

Score pending
 

GPT OSS 120B High

Score pending
 

GPT-5.1

Score pending
 

GPT-5.1 Thinking

Score pending
 

Claude Opus 4.1

Score pending
 

Gemma 4 26B-A4B

Score pending

FAQ

Common questions about GLM-4.6.

When was GLM-4.6 released?

GLM-4.6 was released on September 30, 2025 by ZAI. This is the official GLM-4.6 release date tracked on LLM Stats.

How much does GLM-4.6 cost?

GLM-4.6 pricing starts at $0.55 per million input tokens and $2.19 per million output tokens via Fireworks, the lowest price among tracked providers.

Is GLM-4.6 available via API?

Yes, GLM-4.6 is available via API. See the official documentation for authentication and endpoint details. It is served by 2 providers tracked on LLM Stats.

How big is GLM-4.6?

GLM-4.6 has 357 billion parameters. It ships as an open-weight model, so you can download and run it on your own hardware.

Who created GLM-4.6?

GLM-4.6 was created by ZAI.

What is the license for GLM-4.6?

GLM-4.6 is released under the MIT license. This is an open-source / open-weight license that permits self-hosting.

Is GLM-4.6 multimodal?

Yes, GLM-4.6 is multimodal and can accept both text and images as input.

What is GLM-4.6 latency?

GLM-4.6 p95 time to first token is 0.70 seconds via DeepInfra over the trailing 7 days. Lower time to first token means the model begins responding sooner for chat, agents and API workloads.

Where can I use GLM-4.6?

GLM-4.6 is available through 2 providers including Fireworks, DeepInfra.

Where is the GLM-4.6 paper or technical report?

GLM-4.6 has a paper or technical report available at https://arxiv.org/pdf/2508.06471. Use that source for architecture, training, release and evaluation details.

What models should I compare GLM-4.6 against?

Common GLM-4.6 comparisons include GLM-4.6 vs Grok-3, GLM-4.6 vs GPT OSS 120B High, GLM-4.6 vs GPT-5.1. Compare them side by side for benchmark scores, pricing, context window, latency and API availability.