GLM-5-Turbo
The Blazing-Fast 200K Agentic Engine for Autonomous Workflows
GLM-5-Turbo is the ultimate choice for AI infrastructure developers who need to orchestrate multi-agent coding workflows. It perfectly balances unprecedented speed and disruptive pricing while delivering top-tier logic execution for automated software engineering.
Why we love it
- Native OpenClaw compatibility out of the box
- Disruptive $0.96 input API cost per million tokens
- Massive 202,752 token context window limits
- Blazing-fast 40 TPS output speeds
Things to know
- Developer API plans frequently experience server throttling during peak hours
- Lacks full multi-modal capabilities compared to frontier proprietary models
- Requires highly specific system prompting to avoid agent looping
About
Executive Summary: GLM-5-Turbo is Z.ai's purpose-built large language model designed explicitly for agentic workflows and long-chain task execution. Targeted at developers building autonomous systems, it boasts a massive 202,752 token context window and native integration with OpenClaw. This model redefines software engineering by seamlessly automating complex coding and tool-calling pipelines without the exorbitant latency of traditional models.
GLM-5-Turbo leverages a highly optimized Mixture of Experts architecture featuring 744 billion parameters, with only 40 billion active per token. This design dramatically slashes inference times while maintaining deep reasoning capabilities comparable to frontier models like Claude Opus 4.6. GLM-5-Turbo offers a Paid Only plan, with paid tiers starting at $0.96. It is Less expensive than average for this category. By plugging natively into AI IDEs such as Cursor and Cline, developers can achieve true zero-touch automation for large-scale codebases.
Key Features
- ✓Process massive 202,752 token context windows for deep logic chains
- ✓Automate multi-step tool calling natively inside OpenClaw environments
- ✓Slash latency using a 744B MoE architecture with only 40B active parameters
- ✓Integrate flawlessly with Cursor and Cline for zero-touch codebase generation
- ✓Execute high-throughput background operations via rolling prompt optimizations
Product Comparison
| Dimension | GLM-5-Turbo | Claude Opus 4.6 |
|---|---|---|
| Core Use Case | Agentic tool calling & automated coding | Nuanced writing & logical reasoning |
| API Pricing (Input/Output) | $0.96 / $3.20 | $15.00 / $75.00 |
| Context Window | 202,752 Tokens | 200,000 Tokens |
| Execution Speed (TPS) | ~40 TPS | ~15 TPS |
| Ecosystem Integration | Native OpenClaw & Cursor | Universal API & first-party UI |
Frequently Asked Questions
While Claude Opus 4.6 excels at nuanced natural language generation, GLM-5-Turbo has an absolute advantage in high-speed tool execution. With its specialized training for OpenClaw, it eliminates bottlenecks in complex loops.
The $10 monthly developer plan exploded in popularity on Hacker News, leading to server-side throttling during peak UTC+8 hours. To mitigate these bottlenecks, developers suggest routing requests via OpenRouter or upgrading to the direct enterprise API.
There is no permanent free tier. The standard API runs at $0.96 per 1M input tokens and $3.20 per 1M output tokens, with initial accounts capped at 50 requests per minute.
It seamlessly integrates with Cursor via OpenAI-compatible endpoints. Just swap the base URL and API key, and its massive context window immediately accelerates your codebase indexing.
Absolutely not. The official enterprise agreement guarantees strict data isolation. API inputs are retained for only 30 days for debugging purposes and are explicitly opted out of downstream model training.
Yes. Due to its MoE architecture activating only 40B parameters per request, the sub-second latency is perfect for gaming engines like Unreal Engine when connected via low-latency WebSockets.