admin/glm47-benchmarks
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
83ca7abda0a082bfdb79a9aec103fc4377a45984
1 Branch 0 Tags
Go to file
Clone
Open with VS Code Open with VSCodium Open with Intellij IDEA
Download ZIP Download TAR.GZ Download BUNDLE

README.md

🚀 GLM-4.7 vs. The $200 Giants: Is China’s $3 AI Coding Tool the New Market King?

██████╗ ██╗     ███╗   ███╗      ██╗  ██╗    ███████╗
██╔════╝ ██║     ████╗ ████║      ██║  ██║    ╚════██║
██║  ███╗██║     ██╔████╔██║█████╗███████║        ██╔╝
██║   ██║██║     ██║╚██╔╝██║╚════╝╚════██║       ██╔╝ 
╚██████╔╝███████╗██║ ╚═╝ ██║           ██║       ██║  
 ╚═════╝ ╚══════╝╚═╝     ╚═╝           ╚═╝       ╚═╝  
      THE FRONTIER AGENTIC REASONING MODEL (2025)

The global landscape for AI-powered development is shifting. While Western tools like Cursor and GitHub Copilot have dominated by charging premium subscription rates (often reaching $200 per year), a new contender from China has arrived to dismantle that pricing model.

Zhipu AI has released GLM-4.7, a large language model specifically engineered for coding, offering performance that rivals top-tier US models at a fraction of the cost. With a price point hovering around $0.60 per 1M tokens, GLM-4.7 is forcing developers to question if expensive subscriptions are still necessary.

⚔️ The Frontier Battle: Head-to-Head Benchmarks

GLM-4.7 doesn't just compete; it dominates the 2025 SOTA (State of the Art) benchmarks, outperforming giants like Claude 4.5 and Gemini 3 Pro in core agentic workflows.

📊 Performance Visualization

graph TD
    subgraph Benchmarks
    M[Math - AIME 25] --> G1[GLM-4.7: 95.7%]
    M --> C1[Claude 4.5: 88.5%]
    
    CO[Coding - LiveCode] --> G2[GLM-4.7: 84.9%]
    CO --> C2[Claude 4.5: 61.2%]
    
    S[Science - GPQA] --> G3[GLM-4.7: 85.7%]
    S --> C3[Claude 4.5: 84.1%]
    
    L[Logic - HLE] --> G4[GLM-4.7: 42.8%]
    L --> C4[Claude 4.5: 22.5%]
    end
    
    style G1 fill:#00ff00,stroke:#333,stroke-width:2px
    style G2 fill:#00ff00,stroke:#333,stroke-width:2px
    style G3 fill:#00ff00,stroke:#333,stroke-width:2px
    style G4 fill:#00ff00,stroke:#333,stroke-width:2px
Category Benchmark GLM-4.7 Claude 4.5 Gemini 3 Pro Winner
Math AIME 25 95.7 88.5 90.2 🥇 GLM-4.7
Coding LiveCode 84.9 61.2 72.0 🥇 GLM-4.7
Science GPQA 85.7 84.1 83.0 🥇 GLM-4.7
Logic HLE 42.8 22.5 30.0 🥇 GLM-4.7
Price Per 1M Tokens $0.60 $15.00 $1.25 🥇 GLM-4.7

🛠️ What is GLM-4.7? The Technical Breakdown

GLM-4.7 is the latest iteration of the General Language Model (GLM) series developed by Beijing-based Zhipu AI. Unlike general-purpose models, GLM-4.7 is optimized heavily for code generation and function calling.

🚀 Key Technical Highlights

  • Extended Context Window (200K): Capable of handling massive codebases in a single prompt, allowing it to "remember" entire file structures better than any previous iteration.
  • Deep Thinking Mode: Forced systematic reasoning for high-complexity architectural tasks. It traverses a "Tree of Thoughts" to ensure logic consistency.
  • All-Tools Capabilities: Autonomously browses the web, executes code, and interprets data to solve complex engineering problems without human hand-holding.
  • Extreme Efficiency: Proprietary architecture delivering high inference speeds at 25X lower cost than Claude 4.5 Opus.

📈 Why This Matters for the Future of DevOps

For CTOs and engineering managers, the calculation is changing. The "value add" of a $200 tool is no longer just about ability, but about ROI.

If a $3 model can perform 90% of the tasks that a $200 model can, the justification for high-cost enterprise licenses evaporates. This pressure will likely force Western competitors to lower prices or significantly boost their feature sets to maintain market share.

🔄 The ROI Shift

pie title Cost Comparison (Yearly)
    "Western Incumbents ($200+)" : 200
    "GLM-4.7 Ecosystem (~$10)" : 10

❓ FAQ: GLM-4.7 and the AI Coding Market

Is GLM-4.7 better than GPT-4 for coding? While GPT-4 excels in general nuance, GLM-4.7 is highly competitive in pure coding syntax, debugging, and speed, especially for agentic workflows where multi-step reasoning is required.

How much does the GLM-4.7 coding tool cost? The Lite plan starts as low as $9/quarter (with current promos), and API usage is approximately $0.60 per 1M tokens.

Who makes GLM-4.7? GLM-4.7 is developed by Zhipu AI, a leading artificial intelligence company headquartered in Beijing, China.

Can I use GLM-4.7 in the US? Yes, Zhipu AI offers global API access. It is already integrated into popular tools like TRAE SOLO, Cline, and Roo Code.

🌐 Official Z.AI Ecosystem & Technical Specs

Data sourced from the Official Z.AI Website

GLM-4.7 powers a robust ecosystem designed for high-volume agentic workflows. According to official Z.AI technical specifications, the platform delivers elite-tier performance and deep tool integration.

📊 Technical Performance (Code Arena Leaderboard)

As of 2025-12-22, GLM-4.7 maintains its position as a top-tier contender on the global Code Arena leaderboard:

  • Claude Opus 4.5: 1482
  • GLM-4.7: 1452 🥇 (Flagship Performance)
  • GPT 5.2: 1398

🛠️ Supported Coding Tools & IDEs

GLM-4.7 is natively compatible with the most advanced coding environments:

  • TRAE (SOLO Agent) - Optimized for real-time tool streaming
  • Claude Code - Full documentation support
  • Cursor - Seamless workflow integration
  • Cline & Roo Code - Advanced agentic capabilities
  • Kilo Code, OpenCode, Goose, Crush

💎 Official Subscription Tiers & Technical Specs

Plan Quarterly Cost Usage Quota Advanced Capabilities
Lite $9 3× Claude Pro GLM-4.7 Powered, Same-tier updates
Pro $45 15× Claude Pro equivalent 40-60% Faster, Vision Analyze, Web Search
Max $90 60× Claude Pro equivalent Peak-hour Guarantee, Early Access, Flagship Updates

Additional Technical Features:

  • Vision Analyze: Interpret UI designs and screenshots directly.
  • Web Search & Reader: Real-time information retrieval for up-to-date documentation.
  • Zread MCP: Enhanced context management via Model Context Protocol.
  • Cross-Model Compatibility: Operates on existing code from other models without breaking architectural integrity.

<EFBFBD> Special Christmas Offer

Don't miss out on the AI Coding Revolution. Get the most powerful model for the lowest price!

 ___________________________________________________________
/                                                           \
|   🎄 GLM-4.7 CHRISTMAS EXCLUSIVE CODE 🎄                   |
|  _______________________________________________________  |
| |                                                       | |
| |   🎁  50% OFF FIRST PURCHASE                          | |
| |   🚀  +10% ADDITIONAL STACKABLE DISCOUNT              | |
| |_______________________________________________________| |
|                                                           |
|   INVITE CODE:  R0K78RJKNW                                |
|   STATUS:       ACTIVE [STRICTLY LIMITED]                 |
|                                                           |
\___________________________________________________________/
          \   ^__^
           \  (oo)\_______
              (__)\       )\/\
                  ||----w |
                  ||     ||

🔗 Claim your discount here: https://z.ai/subscribe?ic=R0K78RJKNW 🎟️ Invite Code: R0K78RJKNW

The era of the "$200 AI coding tax" is over. Join the GLM revolution today.

Reference in New Issue View Git Blame Copy Permalink
Description
GLM 4.7 benchmarks and specs
Readme 168 KiB