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GLM-5.2: Z.AI's 1M-token context model

1M tokens · Text / Code · Prompt cache

Okou no longer runs GLM-5.2. This page is kept as a reference for its specs, pricing and benchmarks. For the same kind of work, use GPT 6 Luna.

See GPT 6 Luna

Use it for large codebases, large document sets, and cost-sensitive long-context planning where Sonnet-class pricing is unnecessary. GLM-5.1 remains available for compatibility, but new Z.AI routes should start on GLM-5.2 unless a workflow has been tuned specifically against 5.1.

What is GLM-5.2?

June 2026

The route is Anthropic-compatible, so Claude-style agents can keep the same runtime interface. Existing GLM-5.1 agents do not need to migrate immediately, but new Z.AI-backed agents should prefer GLM-5.2.

Specs at a glance

FamilyGLM-5 series
ModalitiesText, code
LanguagesMultilingual
Context windowUp to 1M tokens
Prompt cachingSupported

GLM-5.2 pricing

Historical provider list prices, per 1M tokens. These reference figures are not current Okou charges.

Input$1.40
Output$4.40
Cache read$0.26
Cache write$1.40

How GLM-5.2 behaves in practice

Observed behaviour from production agent runs.

Long-context work

GLM-5.2 is best used when the agent needs a large working set: repositories, documentation folders, design notes, or long research material.

Best agent tasks for GLM-5.2

Whole-repo review on a budget

Use GLM-5.2 when the agent needs to inspect a large codebase and produce concrete file-level recommendations without paying for a premium reasoning model on every pass.

When to skip GLM-5.2

Skip GLM-5.2 for workflows that depend on vision input, or when maximum English-language reasoning and tool routing quality matter more than context size and cost.

GLM-5.2 vs other models

GLM-5.2 vs Kimi K2.7 Code

Both sit in cost-saving territory. Kimi is the Moonshot default and a strong code-focused alternative; GLM-5.2 is the preferred Z.AI long-context route.

GLM-5.2 vs Claude Sonnet 4.6

Sonnet 4.6 remains the stronger default for premium tool-routing quality. GLM-5.2 is cheaper and better suited when context size dominates.

Frequently asked questions

Is GLM-5.2 the default for direct Z.AI API keys?

Yes. The Z.AI provider defaults to glm-5.2 while keeping glm-5.1 available.

Availability of GLM-5.2 on Okou

GLM-5.2 is no longer offered on Okou. See GPT 6 Luna for a currently supported alternative. This page retains historical model information, not current Okou pricing.