GLM-4.7 Flash

About the Model

GLM-4.7 Flash is the lightweight, high-speed variant of Z.ai's 4.7 series. It is engineered for "Action-First" scenarios where a model needs to make hundreds of small decisions per minute. It is one of the most affordable models in the 2026 market, making it the favorite for "Agent Swarms" where dozens of instances run in parallel.

Model Key Capabilities

• Interleaved Thinking:

  Can output its reasoning steps while performing tasks without a major speed penalty.

  
  

• Bilingual Optimization:

  Optimized for 0.75 token-to-word ratio in English and 1.5 in Chinese.

  
  

• Agentic Tool-Use:

  Specifically tuned for repetitive "Search-and-Extract" workflows.

  
  

• Extreme Low Latency:

  Designed for real-time chat and interactive UI components.

Applications & Use Cases

• Real-time Data Entry:

  Processing thousands of invoices into databases.

  
  

• Massive Web Scrapers:

  Summarizing hundreds of search results in parallel.

  
  

• Bilingual Customer Support:

  Instant, context-aware translation and support in English/Mandarin.