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
GEO 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 Here is how outdated prices, sold-out variants, and expired FAQs erode citations—and how to build a refresh cadence.
Read articleHow ChatGPT and Perplexity pick the citations on your product page
AI search engines do not rank your page—they decide whether to cite it. Trace the real source-selection pipeline and learn which factors you can actually control.
Read articleHow to add JSON-LD to Shopify: A step-by-step guide for cross-border stores
Adding JSON-LD to a Shopify store is the single highest-ROI move for AI citation visibility. This guide walks through every step — from theme files to validation — for merchants shipping internationally.
Read articleHow does Perplexity choose which merchants to cite? A breakdown for Shopify store owners
Perplexity cites merchants based on a specific combination of structured data completeness, entity clarity, and answer specificity — not domain authority. Here is how the selection process works and how to qualify your store.
Read articleHow LLMs evaluate FAQ schema for citations — and why most implementations get it wrong
FAQPage schema is one of the strongest citation signals for AI shopping agents — but only when configured correctly. A Visora audit of 500 ecommerce FAQ sections reveals that 73% miss the structural cues LLMs actually use to extract answers.
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