Generative Engine Optimization — making your brand accurately recommended in ChatGPT, Gemini, and other AI systems.
Many company sites block AI crawlers by default, which means giving up their GEO entry point without a fight. The right move isn't to allow everything, but to decide by crawler type: let retrieval crawlers in, watch training crawlers, and block scanners.
Getting cited by AI isn't about "writing well" — it's about "fact density + extractable structure." Your website serves two kinds of readers at once: people look for persuasion, machines look for extractability. This article lays out a four-layer structure for building a corpus you can put to work.
One markup, two payoffs. This is also why "Schema is the most cost-effective technical investment for overseas sites."
3–5 questions per entry point; note down "who got recommended" and within 30 minutes you'll have a competitor AI visibility comparison table.
All four dimensions overlap. This means: money spent on the overlapping part pays once and delivers twice the results.
ChatGPT / Gemini: Trust the official site, trust the entity. When answering "recommend a vendor"-type questions, they prioritize building answers from brand official website information, preferring "fact density" — the clearer the official site states products, specs, and company facts, the more likely it is to be treated as credible material.
Also note down "who got recommended" — your competitor list is exactly who you'll be analyzing for gaps next.
An entity is the unit of cognition through which AI understands a "real-world object." For a company, an entity = brand name + a set of verifiable facts (what you do, where you are, your size, products, awards, etc.). The key point: an entity is a "profile," not a "word"—AI won't "recognize" you just because you write your brand name twice. It needs to piece that profile together from multiple sources and cross-verify it.
When AI citation happens, the customer is in a "reading the answer" state — they've noted your name, but most likely won't open your site on the spot. What actually happens is this chain: cited (awareness) → remembered → active search → site visit → inquiry. Every hop along this chain decays, but every hop can also be tracked with tools. Most people only watch the last hop, and so conclude "GE
