{"id":877,"date":"2026-04-03T06:28:49","date_gmt":"2026-04-03T06:28:49","guid":{"rendered":"https:\/\/spb.trendi.ai\/?p=877"},"modified":"2026-04-03T06:28:50","modified_gmt":"2026-04-03T06:28:50","slug":"llm-entity-recognition","status":"publish","type":"post","link":"https:\/\/spb.trendi.ai\/?p=877","title":{"rendered":"LLM Entity Recognition"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>How AI systems identify, understand, and classify your brand as an entity<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is entity recognition in LLMs?<\/strong><\/h2>\n\n\n\n<p><strong>LLM entity recognition<\/strong> refers to:<\/p>\n\n\n\n<p>The ability of AI systems to identify your brand as a distinct entity and understand what it is, what it does, and where it belongs<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>In simple terms:<\/strong><\/h3>\n\n\n\n<p>It answers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cWhat is this brand?\u201d<\/li>\n\n\n\n<li>\u201cWhat category does it belong to?\u201d<\/li>\n\n\n\n<li>\u201cWhat is it known for?\u201d<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The key shift<\/strong><\/h2>\n\n\n\n<p>AI does not optimize for keywords<br>It optimizes for <strong>entities<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why entity recognition matters<\/strong><\/h2>\n\n\n\n<p>If AI cannot recognize your brand as an entity:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>You will not be mentioned<\/li>\n\n\n\n<li>You will not be categorized correctly<\/li>\n\n\n\n<li>You will not be recommended<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The new reality<\/strong><\/h2>\n\n\n\n<p>Entity recognition is the <strong>foundation of AI visibility<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The LLM Entity Recognition Model<\/strong><\/h2>\n\n\n\n<p><strong>Entity Recognition = Identification \u00d7 Classification \u00d7 Association \u00d7 Disambiguation<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Let\u2019s break this down.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>1. Identification<\/strong><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u201cDoes AI recognize this as a distinct entity?\u201d<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Includes:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Name recognition<\/li>\n\n\n\n<li>Brand existence<\/li>\n\n\n\n<li>Uniqueness<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Example:<\/strong><\/h2>\n\n\n\n<p>AI must distinguish:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cApple\u201d (company) vs fruit<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>If AI cannot identify you clearly, you don\u2019t exist<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>2. Classification<\/strong><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u201cWhat type of entity is this?\u201d<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Includes:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Category assignment<\/li>\n\n\n\n<li>Industry classification<\/li>\n\n\n\n<li>Functional role<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Example:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SEO tool<\/li>\n\n\n\n<li>AI analytics platform<\/li>\n\n\n\n<li>CRM software<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>Misclassification leads to wrong visibility<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>3. Association<\/strong><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u201cWhat is this entity connected to?\u201d<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Includes:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Topics<\/li>\n\n\n\n<li>Use cases<\/li>\n\n\n\n<li>Competitors<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Example:<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SEO \u2192 Ahrefs, SEMrush<\/li>\n\n\n\n<li>AI analytics \u2192 emerging tools<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>Associations determine when you appear<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>4. Disambiguation<\/strong><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u201cIs this entity clearly differentiated?\u201d<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Includes:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Unique positioning<\/li>\n\n\n\n<li>Clear identity<\/li>\n\n\n\n<li>No confusion with others<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>Ambiguity reduces inclusion probability<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How LLMs perform entity recognition<\/strong><\/h2>\n\n\n\n<p>LLMs do not use:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Structured databases only<\/li>\n\n\n\n<li>Fixed knowledge graphs<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>They rely on:<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Pattern learning<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Repeated mentions<\/li>\n\n\n\n<li>Contextual usage<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Context inference<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How the entity appears in sentences<\/li>\n\n\n\n<li>Surrounding concepts<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Co-occurrence signals<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which entities appear together<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Language patterns<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Descriptions<\/li>\n\n\n\n<li>Definitions<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>Entity recognition is learned through patterns, not rules<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why entity recognition fails<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Ambiguous branding<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Name overlaps<\/li>\n\n\n\n<li>Unclear identity<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Weak category definition<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not clearly positioned<\/li>\n\n\n\n<li>Multiple interpretations<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Inconsistent messaging<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Different descriptions across sources<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Limited data presence<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not enough exposure<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The biggest misconception<\/strong><\/h2>\n\n\n\n<p>\u201cIf we publish content, AI will understand us\u201d<\/p>\n\n\n\n<p>Not necessarily.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Because:<\/strong><\/h3>\n\n\n\n<p>Content must reinforce <strong>clear entity signals<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Entity recognition vs keyword optimization<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Keyword SEO<\/strong><\/td><td><strong>Entity-based AI<\/strong><\/td><\/tr><tr><td>Keywords<\/td><td>Entities<\/td><\/tr><tr><td>Matching<\/td><td>Understanding<\/td><\/tr><tr><td>Queries<\/td><td>Context<\/td><\/tr><tr><td>Pages<\/td><td>Concepts<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key insight<\/strong><\/h2>\n\n\n\n<p>Keywords trigger retrieval<br>Entities drive selection<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why entity recognition is the foundation of GEO<\/strong><\/h2>\n\n\n\n<p>Everything depends on it:<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Without entity recognition:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No mentions<\/li>\n\n\n\n<li>No visibility<\/li>\n\n\n\n<li>No authority<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>With strong entity recognition:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Higher inclusion<\/li>\n\n\n\n<li>Better positioning<\/li>\n\n\n\n<li>Stronger authority<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Types of entity recognition strength<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Strong entities<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clearly defined<\/li>\n\n\n\n<li>Widely recognized<\/li>\n\n\n\n<li>Consistent<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Emerging entities<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Partially recognized<\/li>\n\n\n\n<li>Growing presence<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Weak entities<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ambiguous<\/li>\n\n\n\n<li>Poorly defined<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Misclassified entities<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Incorrect category<\/li>\n\n\n\n<li>Wrong positioning<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>A realistic scenario<\/strong><\/h2>\n\n\n\n<p>A company:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong product<\/li>\n\n\n\n<li>Good SEO<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>But:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI does not recognize it clearly<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Result:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rarely mentioned<\/li>\n\n\n\n<li>Misclassified<\/li>\n\n\n\n<li>Low visibility<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to improve entity recognition in LLMs<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Define your entity clearly<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What you are<\/li>\n\n\n\n<li>What you do<\/li>\n\n\n\n<li>Who you serve<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Strengthen category signals<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Align with the right category<\/li>\n\n\n\n<li>Reinforce positioning<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Build consistent messaging<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Same description across sources<\/li>\n\n\n\n<li>Avoid conflicting signals<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Increase exposure<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Appear across multiple contexts<\/li>\n\n\n\n<li>Expand presence<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Improve disambiguation<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Unique positioning<\/li>\n\n\n\n<li>Clear differentiation<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Where SpyderBot fits<\/strong><\/h2>\n\n\n\n<p>SpyderBot helps analyze:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Whether AI recognizes your entity<\/li>\n\n\n\n<li>How you are classified<\/li>\n\n\n\n<li>What associations exist<\/li>\n\n\n\n<li>Where misclassification happens<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>It answers:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Does AI understand your brand?<\/li>\n\n\n\n<li>What category you belong to?<\/li>\n\n\n\n<li>Why you are not mentioned?<\/li>\n\n\n\n<li>How to fix entity signals?<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The honest conclusion<\/strong><\/h2>\n\n\n\n<p>Entity recognition is not:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Binary<\/li>\n\n\n\n<li>Fully controllable<\/li>\n\n\n\n<li>Instant<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>It is:<\/p>\n\n\n\n<p>Gradual, probabilistic, and pattern-driven<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Final insight<\/strong><\/h2>\n\n\n\n<p>You cannot win AI visibility without being recognized as an entity<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The shift<\/strong><\/h2>\n\n\n\n<p>We are moving from:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Keyword optimization<\/li>\n<\/ul>\n\n\n\n<p>To:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Entity optimization<\/strong><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How AI systems identify, understand, and classify your brand as an entity What is entity recognition in LLMs? LLM entity recognition refers to: The ability of AI systems to identify your brand as a distinct entity and understand what it is, what it does, and where it belongs In simple terms: It answers: The key [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":878,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[253],"tags":[563,495,583,586,269,258,346,350,263,254,560,452,585,584,185],"class_list":["post-877","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insight","tag-ai-brand-analysis","tag-ai-brand-positioning","tag-ai-entity-recognition","tag-ai-knowledge-representation","tag-ai-search-analytics","tag-ai-visibility","tag-entity-optimization","tag-entity-based-seo","tag-generative-engine-optimization","tag-geo","tag-how-ai-understands-brands","tag-llm-behavior-analysis","tag-llm-brand-recognition","tag-llm-entity-recognition","tag-spyderbot-net"],"acf":[],"_links":{"self":[{"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/posts\/877","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=877"}],"version-history":[{"count":1,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/posts\/877\/revisions"}],"predecessor-version":[{"id":879,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/posts\/877\/revisions\/879"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=\/wp\/v2\/media\/878"}],"wp:attachment":[{"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=877"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=877"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spb.trendi.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=877"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}