Hello everyone, this is programmer Wan Feng actively working on various AI projects.
🔗 Project Links:
- GitHub: https://github.com/openclaw/openclaw (248k+ Star) (Domestic Mirror)
- AtomGit: https://atomgit.com/openclaw/openclaw
- PyPI:
pip install openclaw(500w+ Downloads)
📚 AI Programming Learning Portal:
- "Fluent Python" 20 Lectures Advanced Programming Practice
- Python Basics Course
- Python Data Analysis Course
- CPython Design and Implementation 20 Lectures
💬 Discussion Group:
- WeChat: Scan to add friend
- Weibo: @ProgrammerWanFeng
- Zhihu: @ProgrammerWanFeng
- BiliBili: Python Automated Office Community
🎯 Why Did I Do This Comparison?
Over the past 3 months, I helped 5 aquatic enterprises evaluate AI inspection solutions.
There are three solutions:
- Tencent Lobster AI (Free deployment)
- Alibaba Cloud Vision Intelligence (Pay per use)
- Self-Development System (One-time investment)
Every enterprise asked the same question: "Which solution is best?"
My answer: "It depends on your situation."
To give a more scientific answer, I designed a real comparison test.
📊 Test Environment Design
Test Subjects
| Solution | Version | Supplier |
|---|---|---|
| Tencent Lobster AI | v3.2 | Tencent Cloud + Youtu Lab |
| Alibaba Cloud Vision Intelligence | v2.8 | Alibaba Cloud + Damo Academy |
| Self-Development System | v1.0 | OpenClaw + Self-trained Model |
Test Scenarios
- Scenario 1: Standard lobster inspection (uniform size, stable light)
- Scenario 2: Mixed inspection (lobsters and crabs together)
- Scenario 3: Low light environment (night/cloudy day)
- Scenario 4: High-speed inspection (conveyor speed 200 units/minute)
- Scenario 5: Special varieties (Australian lobster, Boston lobster)
Test Metrics
| Metric | Weight | Description |
|---|---|---|
| Inspection accuracy | 30% | Correct identification ratio |
| Inspection speed | 20% | Units processed per minute |
| System stability | 20% | 7 days fault-free operation |
| Cost | 15% | Total cost of ownership |
| Usability | 10% | Deployment and usage difficulty |
| Scalability | 5% | Support for other categories |
💰 Cost Comparison (Most Critical)
Tencent Lobster AI
1 | Initial investment: |
Alibaba Cloud Vision Intelligence
1 | Initial investment: |
Self-Development System (Based on OpenClaw)
1 | Initial investment: |
Cost Comparison Summary
| Solution | Initial Investment | Year 1 Total | Year 2 Total | Year 3 Total |
|---|---|---|---|---|
| Tencent | 0 yuan | 21,600 yuan | 21,600 yuan | 21,600 yuan |
| Alibaba | 55,000 yuan | 1,147,000 yuan | 1,092,000 yuan | 1,092,000 yuan |
| Self-dev | 165,000 yuan | 303,000 yuan | 138,000 yuan | 138,000 yuan |