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29 changes: 29 additions & 0 deletions readme.md
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- [Communities & Forums](#communities--forums)
- [Conferences & Events](#conferences--events)
- [Industry Analysis](#industry-analysis)
- [Chinese GEO Ecosystem](#chinese-geo-ecosystem)
- [Related Resources](#related-resources)
- [Contribute](#contribute)

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## Chinese GEO Ecosystem

Chinese AI search engines have distinct citation biases compared to English ones, making Chinese GEO a separate discipline that requires localized strategies.

### Chinese AI Search Engines

| Platform | Citation Bias | Link |
| ------------------------- | ---------------------------------------------------------- | -------------------------------------------- |
| **Kimi (Moonshot AI)** | Relatively neutral, friendly to independent sites | [kimi.ai](https://kimi.moonshot.cn) |
| **DeepSeek** | Relatively neutral, friendly to independent sites | [deepseek.com](https://www.deepseek.com) |
| **Wenxin Yiyan (Baidu)** | Prefers Baidu ecosystem content (Baijiahao, Baike, Zhidao) | [yiyan.baidu.com](https://yiyan.baidu.com) |
| **Doubao (ByteDance)** | Prefers ByteDance ecosystem content (Toutiao, Douyin) | [doubao.com](https://www.doubao.com) |

### Key Differences from English GEO

- **Zhihu** (知乎) is the only platform cited by ALL Chinese AI engines (citation rate 62.5%) — equivalent to Reddit's role in English GEO.
- Baidu and ByteDance AI engines exhibit strong **ecosystem lock-in**, prioritizing their own content platforms.
- Kimi and DeepSeek are more similar to Western AI engines in citation neutrality.
- China's regulatory environment (content licensing, AI governance) adds a unique compliance layer.

### Resources

- [awesome-geo-cn](https://github.com/LLM-X-Factorer/awesome-geo-cn) - Comprehensive Chinese GEO resource list covering Chinese AI search engines and content platforms.
- [SEO + GEO Course (Chinese)](https://factorer.app/) - Free 10-week course based on KDD 2024 paper, with Chinese AI platform testing data.
- [KDD 2024 GEO Paper](https://arxiv.org/abs/2311.09735) - Original academic research on Generative Engine Optimization.



## Related Resources

### Other Awesome Lists
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