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
Shopify product schema, JSON-LD, and why it decides whether AI assistants cite your store
A Shopify product page without proper JSON-LD can be invisible to AI shopping answers even when it looks perfect to humans. Here is the step-by-step setup, the fields that matter most for citations, and how to verify what a model can actually extract.
Read articleGEO vs SEO: what's actually different and how they work together
Search engine optimization ranks pages; generative engine optimization gets you cited by AI answers. Here is a practical breakdown of how the two differ, what they share, and how to run them as one workflow.
Read articleHow do products get cited in ChatGPT and AI 'best of' roundups?
AI roundups are tough to crack because the model curates a short list. Here is what citation data, entity consistency, and evidence-rich pages actually do to land you in the answer.
Read articleShipping info as an AI citation: why delivery data wins the tie-break in shopping answers
When two products score the same on price and quality, AI shopping assistants increasingly break the tie with delivery and shipping data. Here is how to publish shipping info so assistants treat it as citable, up-to-date evidence.
Read articleSpec 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.
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