AI Referral SEO for Retail Catalogs: How Taxonomy, Reviews, and Policy Pages Improve Citeability Across Platforms<\/a> helpful.<\/p>\n","protected":false},"excerpt":{"rendered":"This article explains how entity consistency across retail catalogs, category architecture, onsite search, and product feeds improves both traditional Google rankings and AI visibility. It provides a practical framework for fixing taxonomy, facet, and governance issues that weaken discoverability, trust, and conversion performance.<\/p>\n","protected":false},"author":272,"featured_media":13066,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[29],"tags":[3984,4168,328,4003,1250,4186,3945,3099,4184,2509,4185,3999],"class_list":["post-13218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-search-engine-optimization","tag-ai-visibility","tag-category-architecture","tag-ecommerce-seo","tag-entity-consistency","tag-faceted-navigation","tag-google-visibility","tag-internal-linking","tag-merchant-center","tag-onsite-relevance","tag-product-feeds","tag-product-taxonomy","tag-retail-catalogs"],"modified_by":"Bernadette Galang","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/www.numinix.com\/wordpress\/wp-content\/uploads\/2026\/10\/Google-Feed-Search.png","_links":{"self":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts\/13218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/users\/272"}],"replies":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/comments?post=13218"}],"version-history":[{"count":0,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/posts\/13218\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/media\/13066"}],"wp:attachment":[{"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/media?parent=13218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/categories?post=13218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.numinix.com\/blog\/wp-json\/wp\/v2\/tags?post=13218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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