Insights
GEO Guide
Principles, methods, and practical execution for Generative Engine Optimization (GEO): how AI selects citation sources, how GEO differs from SEO, why retesting every 30 days matters, and how brands can appear in answers from Doubao, DeepSeek, and ChatGPT.
GEO Guide
Why AI Marketing Vendor Quotes Vary 10x: A 4-Step Vetting Checklist
Evaluate AI marketing proposals by delivery actions, not slide decks. Audit source infrastructure, fact cleaning, and clean-environment testing.
Oct 22, 2026 · 6 min read
GEO Guide
Spotting GEO Scams: What Actually Drives AI Recommendations?
Automated AI ranking promises violate how LLMs work. Real AI recommendations rely on authoritative, structured facts across trusted public sources.
Oct 22, 2026 · 4 min read
GEO Guide
How to Measure Your Brand's AI Visibility with a Spreadsheet
You do not need expensive software to track AI recommendations. A three-tier prompt framework and a simple spreadsheet can score your brand visibility in half a day.
Oct 21, 2026 · 6 min read
GEO Guide
Can You Trust Guaranteed GEO Rankings? 4 Vendor Traps Exposed
Guaranteed rankings in GEO are technically impossible. Generative AI relies on probabilistic retrieval, not fixed ad slots. Here is how to evaluate vendors.
Oct 21, 2026 · 7 min read
GEO Guide
Why All-Hands AI Training Fails: Counting the Real Cost
Most company-wide AI training reverts within 90 days. Learn how to calculate the real sunk costs and shift budget into structured GEO assets that drive pipeline.
Oct 20, 2026 · 6 min read
GEO Guide
How Many People Can an AI Operations Officer Actually Replace?
An AI Operations Officer is not a typewriter. They act as the QA inspector and dispatcher in a human-in-the-loop pipeline across four team models.
Oct 20, 2026 · 5 min read
GEO Guide
Where Should You Publish Content to Get Cited by AI?
Build an authoritative first-party fact page first, then distribute by query type. AI platforms offer no fixed lists or citation guarantees.
Oct 19, 2026 · 11 min read
GEO Guide
How to Get Cited by AI Answers: 6 Concrete Steps
Make your pages discoverable, readable, and verifiable before running systematic retests. Official documentation offers no citation guarantees.
Oct 19, 2026 · 12 min read
GEO Guide
Do You Need a WeChat Account to Get Cited by Yuanbao?
WeChat Official Accounts are Yuanbao's main citation source in tests. Start there, but test using fixed prompts since Tencent has not published citation rules.
Oct 19, 2026 · 7 min read
GEO Guide
Which Websites Do Chinese AI Search Engines Cite Most?
There is no universal AI domain authority ranking in China. AI engines cite primary sources responsible for specific facts, not platform reputation.
Oct 18, 2026 · 10 min read
GEO Guide
7 Steps to Get Cited by AI Search Engines
Make your page publicly accessible and fact-checked, then track results with a fixed question set. No method guarantees citations, but this testing workflow works.
Oct 18, 2026 · 8 min read
GEO Guide
Why GEO Requires Retesting Every 30 Days With the Same Prompts
AI answers evolve constantly. Retesting the exact same prompt set every 30 days reveals true visibility trends and continuously refines your content pipeline.
Oct 17, 2026 · 2 min read
GEO Guide
What Is GEO? Generative Engine Optimization Explained
GEO gets your brand cited in generative AI answers. When buyers ask ChatGPT or DeepSeek who to choose, GEO determines if you are mentioned.
Oct 17, 2026 · 2 min read
GEO Guide
What Content Does Metaso AI Search Prefer to Cite?
Publicly accessible pages with direct answers and verifiable evidence are most likely to be cited by Metaso AI Search.
Oct 17, 2026 · 10 min read
GEO Guide
Three Challenges B2B Exporters Face in Global GEO
AI engines often hesitate to recommend overseas suppliers due to trust bias, thin third-party footprints, and poor translations. Here is how to fix them.
Oct 17, 2026 · 2 min read
GEO Guide
Source Whitelists in China GEO: How to Structure a 4-Tier Hierarchy
The four-tier source hierarchy is an editorial governance framework, not an official ranking algorithm published by Chinese AI search engines.
Oct 17, 2026 · 10 min read
GEO Guide
Local GEO: Why Every Author Bio Needs a City Name
To help AI connect your brand to a specific city, include the city name in every author bio variation. Skip street addresses and omit cities for nationwide brands.
Oct 17, 2026 · 2 min read
GEO Guide
How AI Decides Which Sources to Cite
AI synthesizes answers in three stages: discovery, credibility assessment, and synthesis. Here is what brands must do to earn citations.
Oct 17, 2026 · 2 min read
GEO Guide
GEO vs. SEO: What Is the Difference?
SEO ranks web pages for clicks, while GEO earns brand mentions inside AI answers. Both need solid content, but GEO prioritizes third-party proof.
Oct 17, 2026 · 2 min read
GEO Guide
What Does DeepSeek Cite, and How Can You Verify It?
Verify whether the model is searching the web first, then track whether your page is discovered, selected, and shown as a clickable citation.
Oct 16, 2026 · 12 min read
GEO Guide
What Content Does Kimi Cite?
Kimi publishes its screening criteria, not site rankings or citation guarantees. Here is how its search works and how to optimize for it.
Oct 16, 2026 · 11 min read
GEO Guide
What Doubao Cites and How to Get Your Content Cited
To get cited by Doubao, your content must first be retrievable on the open web, with verifiable facts directly answering specific user queries.
Oct 15, 2026 · 11 min read
GEO Guide
What Does ERNIE Bot Cite? Separate Baidu's 4 Entry Points First
Stop treating ERNIE Bot, Baidu AI Search, Qianfan API, and Baidu web search as one system. Here is what Baidu actually publishes about citations.
Oct 15, 2026 · 8 min read
GEO Guide
What Gets Cited by Tencent Yuanbao? 6 Rules for GEO
Tencent Yuanbao supports WeChat Official Accounts and Channels, but has no fixed source weights. Relevance and verifiability matter most.
Oct 14, 2026 · 9 min read
