GEO Knowledge Hub
In-depth guides on generative engine optimization, AI citations, schema, measurement, and cross-border playbooks—written for operators who need depth, not fluff.
137 in-depth articles
Your page ranks #1 on Google — so why won't ChatGPT cite it?
Ranking on Google and being cited by an AI assistant are two different jobs. Here is what an LLM actually checks before it names your store.
Read articleWhy return-policy data decides which store AI shopping assistants cite
Across ChatGPT, Perplexity, and shopping agents, return-policy and shipping data are becoming a tiebreaker citation signal. Here is how to structure it so assistants quote you word-for-word.
Read articleHow to win the head-to-head tiebreak when ChatGPT names one of two equal products
Two stores with equal schema, equal prices, equal eligibility — but only one gets named. The difference is a handful of tiebreaker signals. Here is how to set them before the next comparison query lands.
Read articleHow long until GEO fixes actually show up in AI citations?
You fixed your schema, resolved the contradictions, and hit a higher audit score. Now the wait begins. Here is a realistic timeline for when AI citation improvements legitimately surface — and what to check while you wait.
Read articleGEO vs SEO for a cross-border product page: what actually transfers and what doesn't
You can rank #1 on Google and still lose every AI citation. Here is a hands-on comparison of what classic SEO skills transfer to generative-engine optimization for a cross-border store, and which tasks are genuinely new.
Read articleDo internal links help AI assistants cite your pages? What GEO link-graph data actually does
Internal links won't win a citation the way a good answer on the page will, but they decide whether an assistant can find and trust you. Here is what your link structure actually contributes to AI visibility.
Read articleWhy your Google rankings improved but AI citations didn’t (and how to close the gap)
Ranking high on Google no longer automatically means AI assistants cite you in shopping answers. Here is what causes the gap between SEO and GEO signal, and how to close it.
Read articleWin "best X for the price" comparison queries in AI search
Comparison intents are where AI assistants make the final call. Here is how stores get quoted in 'best product for a budget' answers: clean spec data, grouped offers, and comparable facts.
Read articleWhy stale prices and stock are silently killing your AI citations
AI search systems weight recency heavily on shopping queries. Here is how outdated prices, sold-out variants, and expired FAQs erode citations—and how to build a refresh cadence.
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