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.
88 in-depth articles
Spec comparison tables: how to structure product spec tables that AI assistants actually cite
AI shopping assistants love spec tables because they can answer comparison questions in one pass. Here is how to structure, mark up, and maintain them so LLMs treat them as citable, trustworthy data.
Read articleDo you have to show prices to get cited by AI shopping assistants?
Price is the most-cited fact on a product page — but only if an assistant can actually read it. Here is how to make pricing visible, structured, and consistent enough to earn AI citations.
Read articleHow to write a product description that ChatGPT will actually quote
Retrieval systems quote the crisp, answer-shaped sentence on your page, not your whole sales pitch. Here is how to write product copy in a style AI assistants can pull into an answer word-for-word.
Read articleWhy ChatGPT won't cite your product page in another market (and how localized schema fixes it)
A great page that wins citations at home can vanish entirely in a second market. Here is how retrieval systems treat language, locale, and currency — and how localized schema keeps your cross-border pages quotable everywhere.
Read articleCan a brand-new store get cited by ChatGPT? GEO with zero domain authority
Domain age and backlinks matter far less than you think. Here is how a store launched weeks ago can earn AI citations ahead of established competitors — and the three things engines actually check.
Read articleYour 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.
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