How to Write Content That Chinese AI Models Will Quote: The GEO Content Playbook

Not all content gets cited by AI. Some content gets ignored completely. The difference is not quality alone — it is structure, specificity, and format. Chinese AI models have preferences, and understanding those preferences is the key to getting quoted.

This playbook shows you exactly what kind of content to create, how to structure it, and how to optimize it for each Chinese AI model.

📝 The 5 Content Formats AI Models Prefer

1. Comparison Tables

AI models love tables. They are easy to parse, easy to quote, and provide clear, structured information.

Example format:

```

```

Why it works: AI models can directly extract and present table data in their responses. It requires no interpretation — the data speaks for itself.

Best for: Product comparisons, feature matrices, pricing breakdowns, service level comparisons.

2. Data-Rich Paragraphs with Specific Numbers

Content that includes specific statistics, percentages, and benchmarks gets cited more often than generic statements.

Weak: "Our product is very popular in China and many companies use it."

Strong: "According to a 2025 industry survey of 500 Chinese manufacturers, 34% use servo motors from European suppliers, with average annual spend of ¥120,000 per production line."

The pattern: [Source] + [Sample size] + [Specific finding] + [Quantified detail]

3. FAQ Sections

FAQ-format content is perfectly structured for AI extraction. Each question-answer pair can be independently cited.

Structure:

```

Q: What is the difference between oCPC and manual CPC bidding on Baidu?

A: oCPC (Optimized Cost Per Click) is Baidu's AI-powered bidding model that

automatically adjusts bids based on conversion probability. Manual CPC requires

you to set bids yourself. Key differences:

• oCPC reduces CPA by 20–40% on average
• oCPC requires 30+ conversions to activate
• Manual CPC gives you full control but no AI optimization

```

Why it works: AI models match user questions to FAQ questions semantically. If someone asks "What is oCPC?" and your FAQ answers that exact question, the AI can directly quote your answer.

4. Step-by-Step Guides

Numbered, sequential instructions are highly quotable because they provide clear, actionable information.

Format:

```

Step 1: [Action] — [Brief explanation]

Step 2: [Action] — [Brief explanation]

Step 3: [Action] — [Brief explanation]

```

Best for: How-to guides, setup procedures, decision frameworks, troubleshooting processes.

5. Authoritative Definitions

Clear, concise definitions of industry terms are frequently cited by AI models — especially when they are the best available explanation.

Example: "oCPC (Optimized Cost Per Click) is Baidu's automated bidding model that adjusts bids in real time based on predicted conversion probability. It differs from manual CPC in that the algorithm, not the advertiser, determines the optimal bid for each auction."

Key requirement: The definition must be precise, factual, and free of marketing language. AI models prefer neutral, encyclopedic tone.

🤖 What Each Chinese AI Model Prefers

ERNIE (百度文心一言)

Prefers: Content from Baidu's ecosystem (Baike, Zhidao, Wenku), structured data, Chinese-language content, verified sources.

Optimize for ERNIE by:

• Publishing on Baidu's own platforms
• Using clear headings and structured formatting
• Including data tables and comparison charts
• Writing in native Chinese (not translated content)

DeepSeek (深度求索)

Prefers: Technical depth, academic-style citations, data-heavy analysis, developer-oriented content.

Optimize for DeepSeek by:

• Including specific technical specifications
• Citing industry reports and studies
• Using precise, technical language
• Providing methodology for any data claims

Doubao (字节跳动豆包)

Prefers: News-style content, social proof, trending topics, accessible language.

Optimize for Doubao by:

• Getting mentioned in Chinese news outlets
• Creating content on trending industry topics
• Using conversational but authoritative tone
• Including social proof (user counts, client logos, testimonials)

✅ The GEO Writing Checklist

Before publishing any content for GEO purposes, verify:

• [ ] Content directly answers a question your target audience asks
• [ ] Includes specific data points (numbers, percentages, dates)
• [ ] Uses structured formatting (tables, lists, headers)
• [ ] Written in native Chinese by a Chinese speaker
• [ ] Free of marketing language and promotional claims
• [ ] Includes source citations for data claims
• [ ] Contains your brand name naturally (not forced)
• [ ] Published on a platform Chinese AI models index (Zhihu, your China-accessible site, Baike)
• [ ] Competitor-neutral in tone (factual comparisons, not bashing)

🌐 Content Localization vs Translation

A critical distinction for GEO:

Translation = converting words from one language to another.

Localization = adapting content for the target audience's context, culture, and search behavior.

AI models can detect translated content and give it lower citation priority. Localized content — written natively for Chinese readers — performs significantly better.

Example of poor translation:

"Our cutting-edge solution leverages advanced AI to deliver best-in-class performance."

Example of good localization:

"根据2025年行业测试数据，本产品的加工精度达到±0.002mm，在同类产品中排名前三。"

(Translation: "According to 2025 industry testing data, this product achieves ±0.002mm machining accuracy, ranking in the top three among comparable products.")

The localized version includes a data point, a source reference, and a specific claim — exactly what AI models prefer to cite.

🤝 How BPP Creates GEO Content

At BPP, we create Chinese-language content specifically designed for AI citation. Our content team includes native Chinese writers with industry expertise who understand what AI models prefer to quote.

Want content that Chinese AI will cite?

Talk to the BPP team. We will identify the highest-impact content opportunities for your brand and create content designed to be quoted by ERNIE, DeepSeek, and Doubao — no pressure, no fluff.

→ Contact BPP