{"id":28808,"date":"2025-02-05T16:22:46","date_gmt":"2025-02-05T15:22:46","guid":{"rendered":"https:\/\/wordlift.io\/blog\/en\/?p=28808"},"modified":"2025-02-19T11:12:29","modified_gmt":"2025-02-19T10:12:29","slug":"how-to-build-a-topical-map-with-ai-agents","status":"publish","type":"post","link":"https:\/\/wordlift.io\/blog\/en\/how-to-build-a-topical-map-with-ai-agents\/","title":{"rendered":"How to Optimize content for AI Discovery: Building Topical Maps with AI Agents"},"content":{"rendered":"\n<p><strong>AI-powered discovery<\/strong> is driving the evolution of search,<strong> changing how users interact with digital <a class=\"wl-entity-page-link\" title=\"content is\" href=\"https:\/\/wordlift.io\/blog\/en\/entity\/knowledge-graph\/\" data-id=\"http:\/\/data.wordlift.io\/wl0216\/entity\/knowledge_graph;https:\/\/www.wikidata.org\/wiki\/Q33002955\" >content<\/a>.<\/strong> As search moves beyond traditional engines and into AI-driven platforms, <strong>topical maps remain a key strategy for structuring content <\/strong>in a way that aligns with how AI systems process and retrieve information. In this article, we\u2019ll explore <strong>how AI Agents can be leveraged to build topical maps<\/strong>, ensuring content remains relevant, discoverable, and strategically structured for AI-driven search.<\/p>\n\n\n\n<p>This article is a follow-up to a previous one published on my LinkedIn profile. You can read it <a href=\"https:\/\/www.linkedin.com\/pulse\/redefining-search-content-optimization-ai-discovery-beatrice-gamba-eaatf\/\">here<\/a>.<br><\/p>\n\n\n<div class=\"bento-grid-container\">\n                      <div\n        class=\"border bento-card bg-oncolor border-default  class-full-width\">\n        <div class=\"bento-card-wrapper-content\">\n                      <i class=\"icon-alert-circle text-primary\"><\/i>\n                                          <div class=\"bento-card-content\">\n              <p>Fill out the form to download Beatrice Gamba&#8217;s presentation at Search Seekers.<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-medium wp-image-28845\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig-300x157.png\" alt=\"\" width=\"300\" height=\"157\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig-300x157.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig-1024x536.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig-768x402.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig-150x79.png 150w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/LI-Event-SearchSeeker2025-02-fig.png 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n\n            <\/div>\n                                <a class=\"btn btn-bg-primary text-white\"\n  href=\"https:\/\/wordlift.io\/topical-maps-for-ai-discovery\/\"  target=\"_self\"          >\n\n  \n  Download the Deck\n\n  \n  <\/a>\n                  <\/div>\n        \n              <\/div>\n      <\/div>\n\n\n\n<h2 class=\"wp-block-heading\">SEO in the Age of AI: Adapting to AI Discovery and Conversational Queries<\/h2>\n\n\n\n<p>Modern SEO has moved beyond traditional search engine optimization, shifting towards a broader, AI-driven discovery model. Instead of simply refining keywords and meta descriptions, SEO now involves aligning content with <strong>Large Language Models<\/strong> and AI platforms, each with unique data processing methods. These systems analyze vast amounts of information, interpret user intent with increasing complexity, and personalize content dynamically across multiple platforms and not just Google.<\/p>\n\n\n\n<p>A key change in this scenario is the rise of <strong>conversational queries<\/strong>, where users interact with AI in a natural, question-based format. These queries are longer, more specific, and often involve multi-turn interactions, requiring content that is <strong>contextually rich, adaptive, and capable of addressing nuanced user needs<\/strong>.&nbsp;I ran a test on a client\u2019s website, first tracking organic traffic from Google Search Console for conversational queries with 8+ characters:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1266\" height=\"717\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries.png\" alt=\"\" class=\"wp-image-28811\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries.png 1266w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-300x170.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-1024x580.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-768x435.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-288x163.png 288w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-390x221.png 390w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/the-rise-of-conversational-queries-150x85.png 150w\" sizes=\"(max-width: 1266px) 100vw, 1266px\" \/><\/figure>\n\n\n\n<p>Then I compared the graph with the one of aggregated traffic from AI platforms (ChatGPT, Microsoft Copilot, Perplexity AI\u2026), the report showed a steady increase starting in May and spiking from July onwards:<br><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1260\" height=\"662\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms.png\" alt=\"\" class=\"wp-image-28813\" style=\"width:600px;height:auto\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms.png 1260w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms-300x158.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms-1024x538.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms-768x404.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/aggregated-traffic-from-AI-platforms-150x79.png 150w\" sizes=\"(max-width: 1260px) 100vw, 1260px\" \/><\/figure>\n\n\n\n<p>The two graphs are very similar, emphasizing the growing importance of structuring content to meet these evolving search behaviors.<\/p>\n\n\n\n<p>To optimize for this shift, content must be <strong>scalable<\/strong> (easily produced and updated), <strong>multipurpose<\/strong> (adaptable for different versions of user queries), and <strong>validated<\/strong> (aligned with a brand\u2019s core knowledge). This is where <strong><a class=\"wl-entity-page-link\"  href=\"https:\/\/wordlift.io\/blog\/en\/entity\/semantic-seo\/\" data-id=\"http:\/\/data.wordlift.io\/wl0216\/entity\/semantic_seo\" >Semantic SEO<\/a><\/strong> and the <strong>Ontological Core<\/strong> become crucial. <strong>Semantic SEO<\/strong> prioritizes meaning, relationships, and structured knowledge, allowing AI systems to better understand and retrieve content.<\/p>\n\n\n\n<p>The <a href=\"https:\/\/wordlift.io\/blog\/en\/ai-agent-economy\/\"><strong>Ontological Core<\/strong><\/a>, a concept introduced by Tony Seale that I adapted for content strategy, provides a structured framework defining a business\u2019s key entities, relationships, and industry concepts. By establishing this foundation, organizations can ensure their content is <strong>semantically rich, discoverable, and aligned with AI-driven search requirements<\/strong>. Without it, content risks being overlooked by AI systems that rely on structured data for relevance and accuracy.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1260\" height=\"704\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core.png\" alt=\"\" class=\"wp-image-28815\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core.png 1260w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core-300x168.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core-1024x572.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core-768x429.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/ontological-core-150x84.png 150w\" sizes=\"(max-width: 1260px) 100vw, 1260px\" \/><\/figure>\n\n\n\n<p>In my talk at Search Seekers, I explored how the <strong>Ontological Core bridges internal knowledge with external AI demands<\/strong>, positioning businesses to thrive in an era where search is no longer just about visibility in traditional engines, but about <a href=\"https:\/\/wordlift.io\/blog\/en\/how-to-increase-organic-reach\/\"><strong>meeting user needs across AI-powered discovery systems<\/strong><\/a>.<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Topical Maps Matter for AI Discovery<\/h2>\n\n\n\n<p>We already said that with the rise of LLMs, <a class=\"wl-entity-page-link\" title=\"generative models\" href=\"https:\/\/wordlift.io\/blog\/en\/generative-ai-for-seo\/\" data-id=\"http:\/\/data.wordlift.io\/wl0216\/post\/generative-ai-for-seo-an-overview-23391;http:\/\/www.wikidata.org\/entity\/Q65066631;http:\/\/dbpedia.org\/resource\/Artificial_intelligence_art\" >Generative AI<\/a>, and AI Agents, <strong>search has become more conversational and context-driven.<\/strong> AI platforms like ChatGPT, Microsoft Copilot, and Perplexity AI don\u2019t just index web pages; they interpret relationships between topics, understand user intent, and provide synthesized answers. This shift makes structured, interconnected content essential\u2014and topical maps help achieve that.<\/p>\n\n\n\n<p>A<strong> topical map<\/strong> is a structured representation of key entities, concepts, and subtopics within a domain. It ensures content is logically interconnected, improving navigation for both users and search engines. When optimized correctly, topical maps:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Improve content discoverability across AI platforms.<\/li>\n\n\n\n<li>Enhance semantic relevance, aligning content with AI-driven search behavior.<\/li>\n\n\n\n<li>Strengthen internal linking, helping users and AI agents navigate content clusters.<\/li>\n\n\n\n<li>Optimize content for conversational queries, making it more suitable for voice search and AI interactions.<\/li>\n<\/ul>\n\n\n\n<p>To demonstrate this, <strong>I tested WordLif\u2019s SEO Agent\u2019s ability to build topical maps<\/strong> for one of our clients&#8217; websites. The results of this experiment showcase <strong>how AI can transform content structuring and organization.<\/strong><\/p>\n\n\n<div style=\"grid-row-gap: 80px;\" class=\"layout-wrapper bg-primary text-oncolor spacing-xs has-radius\">\n\n\n\n  \n                \n<div class=\" cta-card border bg border-default\">\n  <div class=\"cta-card-content\">\n\n    <h4>Take control of your content strategy with AI-driven topical maps. <\/h4>\n    <p class=\"text-lg text-subdued\">Fill out this form to learn how to improve content structure and visibility using AI Agent.<\/p>\n\n  <\/div>\n  <div class=\"cta-card-btn\">\n          \n<div class=\"hero-btn-wrapper \">\n                      <a class=\"btn btn-bg-primary text-white\"\n  href=\"https:\/\/wordlift.io\/join-now\/?utm_source=blog_post&#038;utm_medium=topical_maps_bea\"  target=\"_self\"          >\n\n  \n  <p>\n          Start Now\n        <\/p>\n\n  \n  <\/a>\n      <\/div>\n\n\n      <\/div>\n<\/div>\n\n\n  <\/div>\n\n\n\n<h2 class=\"wp-block-heading\">How to Build Topical Maps with AI Agents<\/h2>\n\n\n\n<p>I tested an automated approach to building topical maps for the site of one of our clients: <strong>Glasses.com<\/strong> &#8211; I followed the same structured methodology I typically use when creating topical maps with my human intelligence, manually.<\/p>\n\n\n\n<p><a href=\"https:\/\/wordlift.io\/agent\/\">WordLift AI Agent<\/a> is an SEO agent that is grounded in the data from the knowledge graph of a specific website, its knowledge is also coded by the <a href=\"https:\/\/www.searchenginejournal.com\/introducing-seontology-the-future-of-seo-in-the-age-of-ai\/524773\/\">SEOntology<\/a> that educates the model to perform SEO tasks, and has the intelligence of an <a class=\"wl-entity-page-link\" title=\"Large Language Model (LLM)\" href=\"https:\/\/wordlift.io\/blog\/en\/entity\/large-language-model\/\" data-id=\"http:\/\/data.wordlift.io\/wl0216\/entity\/llm-25790;https:\/\/www.wikidata.org\/wiki\/Q115305900;https:\/\/dbpedia.org\/resource\/Language_model;https:\/\/www.wikidata.org\/wiki\/Q3621696\" >LLM<\/a>.<\/p>\n\n\n\n<p>Below are the<strong> key steps to creating AI-optimized topical maps<\/strong> and how they contribute to a more intelligent, scalable, and SEO-friendly content strategy.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Identifying Key Entities<\/h3>\n\n\n\n<p>When doing semantic SEO, everything starts with <strong>entities<\/strong>; equally, the foundation of a strong topical map lies in defining the main entities that represent your brand, industry, or niche. AI Agents use <strong>entity recognition<\/strong> to connect concepts, products, and topics meaningfully, ensuring structured relationships between different content elements.<\/p>\n\n\n\n<p>To achieve this the agent will:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Analyze existing content to determine core themes.<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Look up the knowledge graph of glasses.com to map relationships between entities.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1016\" height=\"1180\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent.png\" alt=\"\" class=\"wp-image-28821\" style=\"width:500px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent.png 1016w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent-258x300.png 258w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent-882x1024.png 882w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent-768x892.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/building-topical-maps-with-ai-agent-150x174.png 150w\" sizes=\"(max-width: 1016px) 100vw, 1016px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">AI Agent\u2019s Output &amp; Optimization<\/h3>\n\n\n\n<p>The AI Agent successfully identified core entities but missed some key topics relevant to the website, such as <strong>eye health, tips, and glasses fitting<\/strong>. By manually reviewing the AI-generated map, I was able to <strong>fill in content gaps<\/strong>, ensuring comprehensive coverage of all essential topics.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1220\" height=\"518\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps.png\" alt=\"\" class=\"wp-image-28823\" style=\"width:600px;height:auto\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps.png 1220w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps-300x127.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps-1024x435.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps-768x326.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/output-agent-optimization-topical-maps-150x64.png 150w\" sizes=\"(max-width: 1220px) 100vw, 1220px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. Analyzing User Queries<\/h3>\n\n\n\n<p>Understanding how users search is crucial for structuring content that aligns with <strong>AI-driven discovery<\/strong>. AI Agents can analyze different query types, including:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Conversational Queries<\/strong>: Natural language questions that mimic human speech.<\/li>\n\n\n\n<li><strong>Long-Tail Queries<\/strong>: Specific, intent-driven searches that AI models prioritize.<\/li>\n\n\n\n<li><strong>Question-Based Queries<\/strong>: Commonly asked questions related to your domain.<\/li>\n<\/ul>\n\n\n\n<p>By targeting entity-related queries, we can <strong>enhance site authority<\/strong>, align content with <strong>search behavior<\/strong>, and improve <strong>semantic relevance<\/strong> for AI-driven search engines.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"806\" height=\"1107\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent.png\" alt=\"\" class=\"wp-image-28825\" style=\"width:500px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent.png 806w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent-218x300.png 218w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent-746x1024.png 746w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent-768x1055.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/analyzing-users-intent-ai-agent-150x206.png 150w\" sizes=\"(max-width: 806px) 100vw, 806px\" \/><\/figure>\n\n\n\n<p>They also reveal content gaps and weak areas while enhancing semantic relevance for search engines. By targeting entity-related queries, we can improve the site\u2019s authority, aligning it with user search behavior.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1225\" height=\"601\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority.png\" alt=\"\" class=\"wp-image-28826\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority.png 1225w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority-300x147.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority-1024x502.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority-768x377.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/reinforcing-website-authority-150x74.png 150w\" sizes=\"(max-width: 1225px) 100vw, 1225px\" \/><\/figure>\n\n\n\n<p>The <strong>three primary topics for the blog <\/strong>were identified as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Eye Wellness<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Eyewear Trends &amp; Materials<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Care Tips for Glasses &amp; Lenses<\/li>\n<\/ul>\n\n\n\n<p>These categories represent user intent and are essential for organizing content effectively. The AI Agent helped <strong>cluster queries<\/strong> into these main themes<strong>, guiding the content structuring process.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Identifying The Top Ranking Content On The Site<\/h3>\n\n\n\n<p>Once key entities and user queries were mapped, the next step was <strong>analyzing top-ranking content<\/strong> to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Identify high-performing pages.<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Uncover optimization opportunities.<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;Detect missing content gaps.<\/li>\n<\/ul>\n\n\n\n<p>Connected to the knowledge graph, the AI Agent retrieved and clustered existing high-ranking content for each group of queries. This made it easier to <strong>monitor content performance and adjust strategies<\/strong> accordingly, ensuring a comprehensive coverage of all important user queries.<\/p>\n\n\n\n<p>To ensure content fully addresses user intent, I conducted <strong>additional research<\/strong> to find missing conversational queries and integrate them into existing articles.<\/p>\n\n\n\n<p>For each piece of content identified by the AI Agent, I manually checked if it included key user questions and optimized where necessary.<\/p>\n\n\n\n<p>\u2705 Already addressed:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;How do I find glasses that match my face shape?<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;What hairstyles work best with eyeglasses?<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;How do I accessorize to make my glasses stand out?<\/li>\n<\/ul>\n\n\n\n<p>\u274c Missing and added:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&nbsp;&nbsp;&nbsp;&nbsp;What makeup tips can help me look good with glasses?<\/li>\n\n\n\n<li>&nbsp;&nbsp;&nbsp;&nbsp;How can I choose stylish glasses for everyday wear?<\/li>\n<\/ul>\n\n\n\n<p>By expanding long-tail queries for each content cluster, I ensured that <strong>each article was optimized for maximum engagement<\/strong> across AI-driven search platforms.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1058\" height=\"680\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example.png\" alt=\"\" class=\"wp-image-28830\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example.png 1058w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example-300x193.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example-1024x658.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example-768x494.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasse.com-blog-example-150x96.png 150w\" sizes=\"(max-width: 1058px) 100vw, 1058px\" \/><\/figure>\n\n\n\n<p>I also built<strong> a specific set of long-tail queries for each entity cluster<\/strong>, expanding the content optimization to all sections of the blog.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1380\" height=\"697\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_.png\" alt=\"\" class=\"wp-image-28831\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_.png 1380w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_-300x152.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_-1024x517.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_-768x388.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/long-tail-queries-glasses.com_-150x76.png 150w\" sizes=\"(max-width: 1380px) 100vw, 1380px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. Leveraging Internal Linking for AI Optimization<\/h3>\n\n\n\n<p><strong>Internal links<\/strong> play a crucial role in helping search engines understand a site&#8217;s structure and content hierarchy while also guiding visitors to relevant content.&nbsp;<\/p>\n\n\n\n<p>Using <a class=\"wl-entity-page-link\" title=\"graph embeddings\" href=\"https:\/\/wordlift.io\/blog\/en\/entity\/what-are-embeddings\/\" data-id=\"http:\/\/data.wordlift.io\/wl0216\/entity\/what_are_embeddings_\" >embeddings<\/a>,<strong> AI Agents can generate internal link suggestions<\/strong> that match each page with the most relevant interlinked content, ensuring that link equity is distributed to high-priority pages and improving overall site navigation.&nbsp;<\/p>\n\n\n\n<p>By reducing content silos and reinforcing <a href=\"https:\/\/wordlift.io\/blog\/en\/topical-authority-seo\/\">topical authority<\/a>, an AI-driven internal linking strategy enhances content discoverability, making it easier for AI-powered platforms to retrieve and rank information effectively.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1212\" height=\"1118\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent.png\" alt=\"\" class=\"wp-image-28832\" style=\"width:500px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent.png 1212w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent-300x277.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent-1024x945.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent-768x708.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/internal-link-strategy-ai-agent-150x138.png 150w\" sizes=\"(max-width: 1212px) 100vw, 1212px\" \/><\/figure>\n\n\n\n<p>This step aims to ensure that link equity is passed to the most important pages.<\/p>\n\n\n\n<p>We added the agent\u2019s suggestions to the category pages of the site. <strong>The intervention resulted in an increase in clicks on PLPs of 30%.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1414\" height=\"657\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results.png\" alt=\"\" class=\"wp-image-28833\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results.png 1414w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results-300x139.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results-1024x476.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results-768x357.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/glasses.com-optimization-results-150x70.png 150w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5. Generating Scalable Content To Match Selected Queries<\/h3>\n\n\n\n<p>The content that performs well on AI-powered search today has to be scalable, multi purpose and validated.<\/p>\n\n\n\n<p>The agent can help<strong> generate content at scale<\/strong> that is grounded in our knowledge graph\u2019s data and near to our brand\u2019s tone of voice.<br>&nbsp;<\/p>\n\n\n\n<p>\ud83d\udea8 <strong>Human Review Is Essential<br><\/strong>AI-generated content should never be published <strong>without editorial oversight<\/strong>.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1032\" height=\"1001\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent.png\" alt=\"\" class=\"wp-image-28834\" style=\"width:500px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent.png 1032w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-300x291.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-1024x993.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-768x745.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-150x145.png 150w\" sizes=\"(max-width: 1032px) 100vw, 1032px\" \/><\/figure>\n\n\n\n<p>During this experiment on <strong>Glasses.com<\/strong>, we observed a <strong>27% increase in clicks<\/strong> on pages featuring <strong>personalized, AI-assisted content<\/strong> compared to static pages.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"998\" height=\"1199\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results.png\" alt=\"\" class=\"wp-image-28835\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results.png 998w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results-250x300.png 250w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results-852x1024.png 852w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results-768x923.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-generation-ai-agent-glasses.com-results-150x180.png 150w\" sizes=\"(max-width: 998px) 100vw, 998px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">7. Building The Maps<\/h3>\n\n\n\n<p>The final step was <strong>assembling the AI-generated insights<\/strong> into a complete <strong>topical map<\/strong>, structuring the entire content ecosystem around key entities, queries, and content clusters.<\/p>\n\n\n\n<p><strong>The AI agent generated two maps: <\/strong>one that structures the <strong>existing content<\/strong> based on its insights and another that identifies and connects content gaps. The second map highlights missing categories and queries, revealing areas that are not yet covered on the site, <strong>providing a clear roadmap for content expansion and optimization.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1170\" height=\"815\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map.png\" alt=\"\" class=\"wp-image-28836\" style=\"width:600px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map.png 1170w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map-300x209.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map-1024x713.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map-768x535.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/existing-content-map-150x104.png 150w\" sizes=\"(max-width: 1170px) 100vw, 1170px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1230\" height=\"757\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map.png\" alt=\"\" class=\"wp-image-28837\" style=\"width:600px;height:auto\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map.png 1230w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map-300x185.png 300w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map-1024x630.png 1024w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map-768x473.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/content-gaps-map-150x92.png 150w\" sizes=\"(max-width: 1230px) 100vw, 1230px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusions: The Future of AI Discovery<\/h2>\n\n\n\n<p>The future of search lies at the intersection of knowledge graphs, AI Agents, and user-focused content. The defining factor is no longer the debate between human-generated and AI-generated content\u2014it\u2019s about creating high-quality, structured, and semantically rich content that aligns with how AI systems process and retrieve information.<\/p>\n\n\n\n<p><strong>By leveraging topical maps, businesses can:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Enhance content discoverability across AI-driven platforms.<\/li>\n\n\n\n<li>Improve semantic SEO by structuring information meaningfully.<\/li>\n\n\n\n<li>Future-proof their content strategy for AI-powered search experiences.<\/li>\n<\/ul>\n\n\n\n<p>For those ready to embrace this shift, the opportunities are immense. Now is the time to <strong>build smarter, AI-optimized ecosystems<\/strong>, ensuring content remains intuitive, accessible, and highly relevant in the evolving landscape of AI discovery.<\/p>\n\n\n\n<p>Let\u2019s start shaping the future of search today.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-align-center is-layout-flow wp-block-quote-is-layout-flow\">\n<p>You can find a first part of this article on LinkedIn at this <a href=\"https:\/\/www.linkedin.com\/pulse\/redefining-search-content-optimization-ai-discovery-beatrice-gamba-eaatf\/?trackingId=82puBMJ4RC%2Bms3IFeyzRtg%3D%3D\">link<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" width=\"846\" height=\"1352\" src=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105.png\" alt=\"\" class=\"wp-image-28842\" style=\"width:400px\" srcset=\"https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105.png 846w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105-188x300.png 188w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105-641x1024.png 641w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105-768x1227.png 768w, https:\/\/wordlift.io\/blog\/en\/wp-content\/uploads\/sites\/3\/2025\/02\/Screenshot-2025-02-05-160105-150x240.png 150w\" sizes=\"(max-width: 846px) 100vw, 846px\" \/><\/figure>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Discover how to optimize your content for AI discovery by building effective topical maps with AI agents. Learn the strategies to enhance visibility and engagement.<\/p>\n","protected":false},"author":8,"featured_media":28841,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"wl_entities_gutenberg":"","_wlpage_enable":"","footnotes":""},"categories":[5,612],"tags":[],"wl_entity_type":[30],"coauthors":[4231],"class_list":["post-28808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-content-marketing","category-semantic-seo","wl_entity_type-article"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Building Topical Maps with AI Agents - WordLift Blog<\/title>\n<meta name=\"description\" content=\"Discover how to optimize your content for AI discovery by building effective topical maps with AI agents. Learn the strategies to enhance visibility and engagement.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wordlift.io\/blog\/en\/how-to-build-a-topical-map-with-ai-agents\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Building Topical Maps with AI Agents - WordLift Blog\" \/>\n<meta property=\"og:description\" content=\"Discover how to optimize your content for AI discovery by building effective topical maps with AI agents. 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