Technical guide for SEO leads and ecommerce engineers: what data each AI surface needs, common failure modes, and how to ship structured product data to every surface from one integration.
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Learn how Amazon discovers and recommends products using semantic relevance, structured attributes, offer competitiveness, and behavioral signals. Mirror Amazon-critical fields on your DTC site with eLLMo normalization to win AI recommendations.
eLLMo Team•14 min readLearn how ChatGPT discovers products via Bing, merchant feeds, and web crawl. What data signals matter, why products fail to appear, and how structured product data gets you visibility.
eLLMo Team•12 min readLearn how Google AI Overviews discover and synthesize product recommendations from organic content (not Shopping ads). Schema, modular content, FAQs, and extractability drive visibility.
eLLMo Team•12 min readLearn how Perplexity finds and recommends products with citation-forward, real-time web search. What data signals matter, why products fail to appear, and how extractable content gets you cited.
eLLMo Team•12 min readHow AI discovers Shopify products via direct crawl, merchant feeds, and Catalog APIs (ChatGPT Instant Checkout, Perplexity Buy with Pro). What structured product data matters and how eLLMo integrates in ~30 minutes.
eLLMo Team•14 min read