🧭 1. Background: Try to optimize the alliance chain with a systematic method
During the ZgoCloud affiliate marketing optimization process, I tried to build a ‘semi-automatic chain decision system’ with the goal of:
Automatically identify the optimal chain positioning of ZGoCloud in the article and reduce the cost of manual judgment.
Initial goals include:
- Automatically identify the occurrence position of ZgoCloud
- Determine if it is suitable for inserting an affiliate link
- Output anchor sentences that can be directly used for wordpress positioning
- Support CN/EN bilingual consistency
- Improve conversion efficiency
⚙️ 2. System evolution process
🟢 The first stage: artificial intuitive judgment (the most effective stage)
The initial method is very simple:
- Search zgocloud
- Judging by experience
- Insert directly in ‘Looks like a recommended position’
✔ Pros:
- Fast
- Quasi-
- no cognitive burden
🟡 Stage 2: Introducing AI + Codex
Introducing Structured Analysis:
- URL → Content Analysis
- Judgment for the first time
- Business Intent Classification
❌ Questions:
- The output is biased ‘analysis’
- executable
- Still need to be positioned
🔵 Stage 3: Complex Rules System
Gradually increase:
- Rules first appear
- Registration / Deployment Portal Judgment
- business intent model
- cn/en image rules
- json structure output
❌ Result:
- Judgment cost rises
- Missing high-value articles
- actual efficiency drop
🚨 3. Expose key issues
❌ 1. High business value articles have been misjudged
For example:
‘ZgoCloud + Wstunnel + Wireguard speed up 4x’
Actual features:
- ✔ Performance improvement attribution
- ✔ VPS dependencies
- ✔ Architecture Core Components
👉 But the system is not chained
❌ 2. The registration step was misjudged as a strong signal
- client portal
- register
- Operating procedures
👉 It’s actually just a technical description
❌ 3. The output cannot be executed directly
There is still a problem:
- CTRL+F precisely positioned
- Needs secondary human judgment
- Not suitable for actual editing
🧠 Four key cognitive turning points
Finally found:
❗ Alliance chain insertion is not a ‘rule issue’, but a ‘semantic intuition problem’
🧩 5. Finally give up complex models and return to intuitive judgment
Final conclusion:
✔ Intuitive judgment is more stable and efficient than complex rules
🚀 6. ZGoCloud 10-second intuition method (final version)
🧠 Core questions
Just ask one question:
❗ ‘Delete zgocloud, is this sentence still true?’
🟢 Must be chained
Any conditions are met:
- Speed Up / Performance Improvement Attribution
- Schema/deploy dependence zgocloud
- VPS selection / recommendation context
- zgocloud is the result of the result
🟡 Optional chain
- Registration / Initialization / Login Process
- Deployment steps have been entered
- Environmental Preparation Instructions
🔴 not inserted
- Wireguard / Clash configuration
- Network Optimization / Parameter Adjustment
- Technical realization details
- By the way mention the brand
⚙️ Execution process (10 seconds)
- find zgocloud
- read the sentence
- Ask a question:
❓ ‘Delete zgocloud, is this sentence still true?’
- ✔ Not valid → Insert
- ❌ Established → No plug
⚡ 7. Quick Scan Template (Production Grade Tool)
Used to quickly screen the chain opportunity in the entire site article.
🧩 How to use
Do the following scans for each article:
✔ Step 1: Search keywords
ZgoCloud
✔ Step 2: Find Sentences
Copy the original sentence containing zgocloud
✔ Step 3: Quick Judgment
Question:
❓ Delete zgocloud, does this sentence hold?
✔ Step 4: Classification
| Classification | Operating |
|---|---|
| invalid | chain |
| Set up | Leapfrog |
🚀 Output format (recommended record table)
URL:
命中句:
判断:插 / 不插
原因(可选):
📌 8. Final conclusion (very important)
After the evolution of the whole system, the conclusion is:
❗The essence of alliance chain optimization is not ‘rule project’, but ‘smany judgment simplified’
🧭 Optimal strategy:
✔ Use the least rule + fastest intuition
✔ Replace complex AI judgment system
💡 Nine, a summary of experience (one sentence)
When the rules are so complex that they need to be interpreted, it no longer improves efficiency.
I am a PHP / Go backend engineer with 15+ years of experience. If you need any of the following services, feel free to contact me (more details: About Me & Collaboration):
- ✅ PHP / Go project development and maintenance
- ✅ System architecture design and technical consulting
- ✅ Performance optimization and troubleshooting
- ✅ Linux server deployment and operations
- ✅ Network environment optimization and remote support
- ✅ Long-term technical consulting
WeChat: 13980074657
Email: shuijingwanwq@gmail.com
Telegram: @shuijingwan
GitHub: https://github.com/shuijingwan

Leave a Reply