{"id":743869,"date":"2026-08-13T12:40:25","date_gmt":"2026-08-13T09:40:25","guid":{"rendered":"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/"},"modified":"2026-08-13T12:40:25","modified_gmt":"2026-08-13T09:40:25","slug":"query-templates-expanding-the-scope-of-topical-authority","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/","title":{"rendered":"Query templates: Expanding the scope of topical authority"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_89 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6af7dd80a455c\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6af7dd80a455c\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#A_single_query_can_sit_inside_thousands_of_variations_Mapping_those_patterns_can_build_topical_authority_across_an_entire_search_network\" >A single query can sit inside thousands of variations. Mapping those patterns can build topical authority across an entire search network.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Why_does_Google_use_structural_similarity_between_queries_and_documents\" >Why does Google use structural similarity between queries and documents?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Query_templates_for_a_QR_code_generator\" >Query templates for a QR code generator<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Technical_improvements\" >Technical improvements<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Query_templates_for_rehabilitation_as_an_example\" >Query templates for rehabilitation as an example<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Structuring_core_and_outer_topical_map_sections_around_query_templates\" >Structuring core and outer topical map sections around query templates<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Example_1_for_core_outer_and_query_templates\" >Example 1 for core, outer and query templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Example_2_for_core_outer_and_query_templates\" >Example 2 for core, outer, and query templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Example_3_for_core_outer_and_query_templates\" >Example 3 for core, outer, and query templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Example_4_for_core_outer_and_query_templates\" >Example 4 for core, outer, and query templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Example_5_for_core_outer_and_query_templates\" >Example 5 for core, outer and query templates<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Query_templates_require_consistency_and_uniqueness\" >Query templates require consistency and uniqueness<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/query-templates-expanding-the-scope-of-topical-authority\/#Topics_on_this_page\" >Topics on this page<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"A_single_query_can_sit_inside_thousands_of_variations_Mapping_those_patterns_can_build_topical_authority_across_an_entire_search_network\"><\/span>A single query can sit inside thousands of variations. Mapping those patterns can build topical authority across an entire search network.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p class=\"wp-block-paragraph\">Topical authority isn\u2019t built by covering a topic alone. It also depends on how well your content covers the different ways people search for that topic. Query templates provide a way to map those variations and build a stronger, more connected content network.<\/p>\n<p class=\"wp-block-paragraph\">There are two main methodologies for building topical authority: covering every entity and its attributes within a topic or covering every variation of a query template. Examples of both methodologies are below.<\/p>\n<ul class=\"wp-block-list\">\n<li>Entities of the same type share the same set of attributes. \u201cCalorie\u201d is an attribute of every entity in the \u201cfood\u201d class, just as \u201csymptom\u201d is an attribute of every entity in the \u201cdisease\u201d class. Processing an entire entity class through its shared attributes signals comprehensive coverage of the topic to the search engine.<\/li>\n<li>Query template variations, on the other hand, don\u2019t require topical relevance to one another. WikiHow, for example, holds authority for the \u201chow to\u201d query template, which allows it to rank across many unrelated topics at the same time. In this case, the authority attaches to the query format rather than to a single topic.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">The hybrid methodology is the strongest of these <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>roaches. It covers all entities from the same class, with all of their attributes, across all query template variations, and it unites topical depth with query format breadth in a single content network.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c133b0b\" class=\"aligncenter size-full wp-lightbox-container\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1535\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"topical-authority-methodologies\" class=\"wp-image-484690\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies.png 1535w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1535px) 100vw, 1535px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies.png\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1535\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies.png\" alt=\"topical-authority-methodologies\" class=\"wp-image-484690\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies.png 1535w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/01-topical-authority-methodologies-768x512.png 768w\" sizes=\"(max-width: 1535px) 100vw, 1535px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The first case study, Visual semantics: The missing piece of topical authority, explains how to use web components and design elements to improve query responsiveness along with query relevance.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The second case study, How semantics and topical authority improve local SEO, covers the \u201cQuery Deserves a Page\u201d principle and its framework across 13 different local SEO projects.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Reading both will make it easier to follow the concepts and results in this mini case study.<\/p>\n<h2 id=\"h-why-does-google-use-structural-similarity-between-queries-and-documents\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_does_Google_use_structural_similarity_between_queries_and_documents\"><\/span>Why does Google use structural similarity between queries and documents?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Because it\u2019s cheaper. <\/p>\n<p class=\"wp-block-paragraph\">The cost of retrieval is always central to understanding Google\u2019s ranking decisions because Google is primarily designed to save costs rather than to serve the best. If a website\u2019s quality is 6\/10 and its cost is 7\/10, it\u2019s not worth retrieving. The principle of cost of retrieval is explained in one sentence:<\/p>\n<p class=\"wp-block-paragraph\">\u201cThe cost of ranking a site can\u2019t exceed the cost of not ranking a site.\u201d<\/p>\n<p class=\"wp-block-paragraph\">Query templates help Google satisfy more users and drive more clicks while organizing more sources with lower computational needs.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">If a website satisfies a query and there is another similar query, Google triggers a test for ranking purposes. This created the concept of <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.oncrawl.com\/on-page-seo\/creating-semantic-content-networks-with-query-document-templates-case-study\/\" target=\"_blank\" rel=\"noopener\">semantic content network<\/a>, meaning that a group of web documents is semantically connected to cover all of the semantic query network to trigger a re-ranking.<\/p>\n<div style=\"background: radial-gradient(circle at 30% 40%, rgba(184, 111, 255, 0.15), rgba(0, 169, 255, 0.15) 40%, #CDE8FD 70%); padding: 30px; width: 100%; max-width: 802px; color: #000000 !important; font-family: Arial, sans-serif; margin: 25px 0 30px 0; border-radius: 8px; box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); position: relative; box-sizing: border-box;\">\n<div style=\"width: 100%; max-width: 100%; margin-bottom: 20px; text-align: left; padding-right: 20px; box-sizing: border-box;\">\n<div id=\"semrush-one-headline\" class=\"headline-responsive\" style=\"font-family: Oswald, sans-serif; font-size: 30px; font-weight: normal; margin: 0; color: #000000 !important; line-height: 1.2;\">\n        Be the brand <span style=\"background: linear-gradient(90deg, #D56EFE 0%, #068EF8 51%); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text;\">customers find first<\/span>.\n      <\/div>\n<p id=\"semrush-one-subhead\" style=\"font-family: Roboto, sans-serif; font-size: 18px; font-weight: 300; line-height: 25px; margin: 12px 0 0 0; color: #000000 !important;\">\n        Track, grow, and measure your visibility across Google, AI search, <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">social<\/a>, local, and every channel that influences buying decisions.\n      <\/p>\n<\/p><\/div>\n<div style=\"margin-bottom: 15px;\">\n      <span id=\"semrush-one-cta\" style=\"display: inline-block; background-color: #FF642D; color: white; height: 44px; border: none; border-radius: 5px; cursor: pointer; font-size: 16px; padding: 0 24px; font-weight: bold; white-space: nowrap; box-sizing: border-box; text-decoration: none; line-height: 44px;\">Start your free trial<\/span>\n    <\/div>\n<\/p><\/div>\n<style>\n  @media (max-width: 768px) {\n    .headline-responsive {\n      font-size: 30px !important;\n      line-height: 1.3 !important;\n    }\n  }\n<\/style>\n<h2 id=\"h-query-templates-for-a-qr-code-generator\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Query_templates_for_a_QR_code_generator\"><\/span>Query templates for a QR code generator<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">The first example project in this case study doesn\u2019t appear in the previous two articles.<\/p>\n<p class=\"wp-block-paragraph\">It\u2019s a QR code generator that gained over 1 million extra clicks in three months, mainly through microsemantic changes, supported by technical SEO improvements and a CMS migration.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">To keep the focus on the query template aspect, I\u2019ll keep the technical improvements and checks brief.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c1348c9\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"783\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-qr-code-case-study\" class=\"wp-image-484693\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1-768x301.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1-1536x602.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"783\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1.png\" alt=\"gsc-report-qr-code-case-study\" class=\"wp-image-484693\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1-768x301.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/02-gsc-report-qr-code-case-study-1-1536x602.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><em>Three-month comparison for a QR code generator EMD project. The first example project demonstrates a hybrid approach to topical authority, targeting both attributes and template variations based on the QDP principle.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"h-technical-improvements\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Technical_improvements\"><\/span>Technical improvements<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">Besides the query template- and query semantics-related reasons and the historical click data signals, the main technical improvements are listed below.<\/p>\n<ul class=\"wp-block-list\">\n<li>The website was migrated from WordPress to Next.js with Sanity as the back-end CMS.<\/li>\n<li>During the migration, the image-to-image, HTML-to-HTML, CSS-to-CSS, and JavaScript-to-JavaScript migration principles were followed, meaning every asset type was mapped to its equivalent on the new stack.<\/li>\n<li>All non-indexed URLs were removed from the website to prune the source\u2019s crawl profile.<\/li>\n<li>Response times were improved to increase crawl efficiency.<\/li>\n<li>No resources or URLs were left behind during the migration. Everything was moved to the new system.<\/li>\n<li>Structured data was updated.<\/li>\n<li>It was ensured that the \u201ccenterpiece annotation\u201d of the website, the QR code generator itself, is served without requiring JavaScript rendering.<\/li>\n<li>The only change in the CMS migration was the back-end infrastructure. The content, layout, and URLs were all kept the same.<\/li>\n<li>The HTML structure was cleaned and the DOM size was reduced.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">To show the importance of handling redirections at the back-end infrastructure level, I can use the image crawling and image ranking changes. I have two rules for every migration:<\/p>\n<ul class=\"wp-block-list\">\n<li>Change only one thing at a time. <\/li>\n<li>Never leave any URLs or resources behind so the search engine can adapt to the new system faster.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">If you look at the image performance data below, we\u2019re losing rankings because we couldn\u2019t redirect all of the images on the site. We were only able to redirect the most important ones.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">This partial redirection is a problem in itself because my default position is never to change image or video URLs at all. Indexing is far more costly and slower for these resource types, so any changes to them take much longer for a search engine to process and trust again.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c1352c3\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1821\" height=\"864\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"image-performance-after-migration\" class=\"wp-image-484695\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1.png 1821w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1-768x364.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1-1536x729.png 1536w\" data-lazy-sizes=\"(max-width: 1821px) 100vw, 1821px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1821\" height=\"864\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1.png\" alt=\"image-performance-after-migration\" class=\"wp-image-484695\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1.png 1821w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1-768x364.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/03-image-performance-after-migration-1-1536x729.png 1536w\" sizes=\"auto, (max-width: 1821px) 100vw, 1821px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Cost of retrieval is a concept that I use as one of the inspirations behind topical authority because it isn\u2019t about delivering more quality. It\u2019s mainly about being cheaper relative to your quality. The cost of ranking a site can\u2019t exceed the cost of not ranking a site.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">If ranking you is costlier than not ranking you, deindexing begins. Since we couldn\u2019t keep the image URLs the same during the migration, you can see how this is reflected in the crawl data below.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c135918\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1118\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"crawl-demand-shift-html\" class=\"wp-image-484696\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html-768x430.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html-1536x859.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1118\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html.png\" alt=\"crawl-demand-shift-html\" class=\"wp-image-484696\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html-768x430.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/04-crawl-demand-shift-html-1536x859.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">I always try to increase the number of crawl requests per URL because it consistently improves rankings, indexing speed, and crawl delay, and increases the number of query terms the site covers.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">In this case, however, the total crawl hits per day decreased after the migration, and that\u2019s actually a positive signal. The decrease came from the non-necessary section, the \u201cother file types\u201d segment, while crawl requests for the HTML section increased.<\/p>\n<p class=\"wp-block-paragraph\">Smartphone crawl requests increased as well. The crawl ratio of indexable HTML URLs that are self-canonicalized, included in the sitemap, and supported by internal links also increased, which is positive.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">But as you can see, image requests and image rankings moved in the wrong direction together due to a migration error.<\/p>\n<p class=\"wp-block-paragraph\"><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.seobythesea.com\/2020\/07\/ranking-image-search-results\/\" target=\"_blank\" rel=\"noopener\">Google creates landing page and image pairs to rank<\/a> web documents. For that reason, image rankings affect a website\u2019s overall rankings far beyond just image impressions or clicks.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13603f\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1619\" height=\"971\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"ml-image-search-ranking-patent\" class=\"wp-image-484698\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1.png 1619w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1-768x461.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1-1536x921.png 1536w\" data-lazy-sizes=\"(max-width: 1619px) 100vw, 1619px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1619\" height=\"971\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1.png\" alt=\"ml-image-search-ranking-patent\" class=\"wp-image-484698\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1.png 1619w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1-768x461.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/05-ml-image-search-ranking-patent-1-1536x921.png 1536w\" sizes=\"auto, (max-width: 1619px) 100vw, 1619px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">According to the purpose, platform, and type of the QR code, the query semantics change, sometimes slightly and sometimes heavily, depending on the contextual domain.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">A contextual domain is the collection of all the context vectors that can be created from a term by adding one or two more words through vectorization.<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<tbody>\n<tr>\n<td><strong>Query component<\/strong><\/td>\n<td><strong>Position<\/strong><\/td>\n<td><strong>Variations<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Contextual noun<\/td>\n<td>Beginning of the query<\/td>\n<td>PDF, PNG, JPG, URL, Phone, Website, Menu, Hotel, Event, Facebook, Instagram, Dynamic, Static, Trackable<\/td>\n<\/tr>\n<tr>\n<td>Central entity<\/td>\n<td>Middle of the query<\/td>\n<td>QR Code<\/td>\n<\/tr>\n<tr>\n<td>Tool synonym<\/td>\n<td>End of the query<\/td>\n<td>Generator, Creator, Maker, Designer<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<p class=\"wp-block-paragraph\">For example, the predicates that we can use for \u201cFacebook QR Code Generator\u201d and \u201cPDF QR Code Generator\u201d are mostly shared, but they differ in ways that matter for relevance.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The predicate \u201cdownload\u201d is semantically close and highly relevant to \u201cPDF QR Code,\u201d whereas it sits much further from \u201cFacebook QR Code,\u201d where predicates like \u201cshare\u201d or \u201cfollow\u201d dominate.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Here\u2019s a comparison of the index sizes that Google returns for each of these co-occurrences.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c1367bd\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1693\" height=\"929\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"contextual-vector-index-comparison\" class=\"wp-image-484699\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison.png 1693w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison-768x421.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison-1536x843.png 1536w\" data-lazy-sizes=\"(max-width: 1693px) 100vw, 1693px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1693\" height=\"929\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison.png\" alt=\"contextual-vector-index-comparison\" class=\"wp-image-484699\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison.png 1693w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison-768x421.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/06-contextual-vector-index-comparison-1536x843.png 1536w\" sizes=\"auto, (max-width: 1693px) 100vw, 1693px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Every ranking query, along with its historical click and impression data from web search or generative AI search results, increases the ranking chances of the other variations in the same query template.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c136cbc\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"organic-rankings-improved-gsc\" class=\"wp-image-484701\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1536px) 100vw, 1536px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1.png\" alt=\"organic-rankings-improved-gsc\" class=\"wp-image-484701\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/07-organic-rankings-improved-gsc-1-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><em>One year of performance data showing an all-time high in search performance after completing the CMS migration and improving the semantic content network for relevance.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Earlier, I explained my Query Deserves a Page principle, which decreases the cost of retrieval and increases the ranking signals per web document.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">According to this principle, we open a new page only if the query\u2019s search demand exceeds a threshold and the query involves a different entity or a different pattern that has low semantic similarity to the existing pages.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">In other words, query templates help Google classify the web faster and choose a single website to satisfy more queries from the same topic or the same template.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c1372b8\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"query-deserves-a-page\" class=\"wp-image-484703\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-1200x675.png 1200w\" data-lazy-sizes=\"(max-width: 1672px) 100vw, 1672px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1.png\" alt=\"query-deserves-a-page\" class=\"wp-image-484703\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/08-query-deserves-a-page-1-1200x675.png 1200w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The Query Deserves a Page principle is applied to query templates with a similar mindset by grouping the predicates that can be used with the specific entity in each query group.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>If the predicates of a specific query template variation differ from the predicates of the others, it\u2019s usually a signal to open a new page.\u00a0<\/li>\n<li>If the predicates are highly similar but the entities in the query variations are different, it should still be a separate page.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">That\u2019s why we use the micro- and macrosemantics concepts to differentiate textual and visual semantics optimizations from each other on a relevance level.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">For example, \u201cQR Code Generator for Facebook\u201d related SERP candidates always have the same functionality, with very similar layouts and annotations. The difference in the internal factors comes from the micro-differences.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Google\u2019s \u201cDetermining User Intent from Query Patterns\u201d patent includes instances of changing relevance and rankings from the small differences in the documents or query interpretations.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c137983\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"Determining user intent from query patterns is an example of using predictive retrieval to decrease cost of computational resources.\" class=\"wp-image-484705\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1536px) 100vw, 1536px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1.png\" alt=\"Determining user intent from query patterns is an example of using predictive retrieval to decrease cost of computational resources.\" class=\"wp-image-484705\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/09-query-patterns-rankings-1-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US8868548B2\/en\" target=\"_blank\" rel=\"noopener\"><em>Determining user intent from query patterns<\/em><\/a><em> is an example of using predictive retrieval to decrease cost of computational resources.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">To explain microsemantics, I usually use a simple example. Check the two sentences below.<\/p>\n<ul class=\"wp-block-list\">\n<li>Financial independence is achieved by families with the help of financial advisors.<\/li>\n<li>Financial advisors help families achieve financial independence.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">Both sentences state the same fact, but depending on the query network I\u2019m targeting, their relevance scores will differ significantly. Micro differences in word order and in the dependency tree create relevance differences in exactly this way, and these micro differences are what I call microsemantics.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">If the query has \u201cfinancial advisor\u201d as the subject, your sentence should also have it as the subject. If \u201cfinancial independence\u201d carries more weight in the queries, then \u201cfinancial independence\u201d should sit in the subject position of your semantic <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/trip-and-travel\/\" data-internallinksmanager029f6b8e52c=\"10\" title=\"Trip &amp; Travel\" target=\"_blank\" rel=\"noopener\">trip<\/a>les.<\/p>\n<p class=\"wp-block-paragraph\">A triple is simply the \u201csubject, predicate, object\u201d order of a statement. Matching the query augmentation models with the declarative facts you host on your web documents is a microsemantic improvement that maximizes your relevance.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">It looks like a small improvement, but if you\u2019re trying to rank for a query template with 3,000 variations, that small difference is multiplied by 3,000 and becomes a major ranking factor.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c1381c6\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"An anatomy of BERT-query-term weighting from Michael Bendersky and Dr. Najork.\" class=\"wp-image-484707\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1.png 1774w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1-768x384.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1-1536x768.png 1536w\" data-lazy-sizes=\"(max-width: 1774px) 100vw, 1774px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1.png\" alt=\"An anatomy of BERT-query-term weighting from Michael Bendersky and Dr. Najork.\" class=\"wp-image-484707\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1.png 1774w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1-768x384.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/10-bert-query-term-weighting-1-1536x768.png 1536w\" sizes=\"auto, (max-width: 1774px) 100vw, 1774px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><em>An anatomy of <\/em><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3580305.3599815\" target=\"_blank\" rel=\"noopener\"><em>BERT-query-term weighting<\/em><\/a><em> from Michael Bendersky and Dr. Najork.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\"><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US9916366B1\/en\" target=\"_blank\" rel=\"noopener\">Query augmentation<\/a> is a concept I explained in our previous case study, which comes from Anand Shukla\u2019s design, and it\u2019s a direct equivalent to what Google calls \u201cquery fan-out.\u201d\u00a0<\/p>\n<p class=\"wp-block-paragraph\">How Google augments a query term impacts the \u201crelevance weight\u201d of a term in a query and how you should structure your sentences.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Sentential, or sentence-level, semantics are part of \u201cmicrosemantics\u201d to increase relevance in a marginal way to be a main candidate document for an entire query network.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Below is the \u201c<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US10635717B2\/en\" target=\"_blank\" rel=\"noopener\">Query Suggestions Templates<\/a>\u201d anatomy for the same \u201cquery-template\u201d scoring and ranking.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c138900\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"Google uses the \u201cpossibility\u201d of a query search by weighing the range of entities and relations to weigh a variation of a query template. Ranking for one of these variations helps for ranking other variations better.\" class=\"wp-image-484709\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-1200x675.png 1200w\" data-lazy-sizes=\"(max-width: 1672px) 100vw, 1672px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1.png\" alt=\"Google uses the \u201cpossibility\u201d of a query search by weighing the range of entities and relations to weigh a variation of a query template. Ranking for one of these variations helps for ranking other variations better.\" class=\"wp-image-484709\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/11-query-suggestion-templates-1-1200x675.png 1200w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><em>Google uses the \u201cpossibility\u201d of a query search by weighing the range of entities and relations to weigh a variation of a query template. Ranking for one of these variations helps for ranking other variations better.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\"><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.seobythesea.com\/2022\/05\/generating-query-answers\/\" target=\"_blank\" rel=\"noopener\">Bill Slawski\u2019s last article<\/a> was about \u201c<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US10031953B2\/en\" target=\"_blank\" rel=\"noopener\">Generating Query Answers<\/a>.\u201d\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The patent design here explains that certain query templates require certain answer templates, and the search engine was looking for documents that have these templated answers in a better formatted way to decrease the cost and increase the quality and efficiency of index construction.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c138f32\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"generating-query-answers\" class=\"wp-image-484711\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-1200x675.png 1200w\" data-lazy-sizes=\"(max-width: 1672px) 100vw, 1672px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1.png\" alt=\"generating-query-answers\" class=\"wp-image-484711\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1.png 1672w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-768x432.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-1536x864.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/12-generating-query-answers-1-1200x675.png 1200w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">If there is a query template such as \u201cWhen is [entity] born,\u201d Google looks for answer annotations to classify a page as useful or non-useful, and it eliminates the non-useful sources faster.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Ask yourself this question: \u201cWhat type of visual or textual template does Google look for in my industry?\u201d to evaluate my document network as efficient or costly.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Google refers to these semantic conditions as constraints. When a document satisfies these constraints, it\u2019s considered template-efficient.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">If you\u2019re targeting a specific query template, your content should be structured with template-efficient sentence patterns supported by strong microsemantic relationships.<\/p>\n<p class=\"wp-block-paragraph\">The next example project will explore this concept in greater depth and demonstrate how these constraints can be applied in practice.<\/p>\n<h2 id=\"h-query-templates-for-rehabilitation-as-an-example\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Query_templates_for_rehabilitation_as_an_example\"><\/span>Query templates for rehabilitation as an example<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">When you rank a relatively weaker brand in terms of budget, historical data, PageRank, and branding, you need stronger historical click data to convince search engines to trust your web entity. Thus, in the rehab industry, it\u2019s usually better to go after two main templates:<\/p>\n<ul class=\"wp-block-list\">\n<li>Does [entity] make addiction<\/li>\n<li>Can I [drink\/eat] [entity] [with, after, during, before] [entity]<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">These two query templates are rich enough to accumulate a high volume of historical data. Every click, impression, and search engagement, along with LLM-feeding engagement, makes the web entity more authoritative and trustworthy for the other query variations.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">This is the main domain of the project that targets these two specific query templates.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c139864\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"784\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-rehab-domain\" class=\"wp-image-484712\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain-768x301.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain-1536x602.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"784\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain.png\" alt=\"gsc-report-rehab-domain\" class=\"wp-image-484712\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain-768x301.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/13-gsc-report-rehab-domain-1536x602.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The Semrush results for the same project include the Google Business Profile ranking benefits at the same time, unlike Search Console-only results.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c139df5\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1960\" height=\"1247\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"semrush-traffic-keywords\" class=\"wp-image-484714\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1.png 1960w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1-768x489.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1-1536x977.png 1536w\" data-lazy-sizes=\"(max-width: 1960px) 100vw, 1960px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1960\" height=\"1247\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1.png\" alt=\"semrush-traffic-keywords\" class=\"wp-image-484714\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1.png 1960w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1-768x489.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/14-semrush-traffic-keywords-1-1536x977.png 1536w\" sizes=\"auto, (max-width: 1960px) 100vw, 1960px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Below is the \u2018Extension Domain\u2019 project\u2019s first-month results with the same semantic content network that targets the same query templates with the same answer templates and semantic constraints.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13a34a\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"814\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-extension-domain\" class=\"wp-image-484716\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1-768x313.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1-1536x625.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"814\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1.png\" alt=\"gsc-report-extension-domain\" class=\"wp-image-484716\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1-768x313.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/15-gsc-report-extension-domain-1-1536x625.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The \u201caddiction types\u201d entity class has more than 30 entities as members, and every addiction type entity carries sub-relations to substances, habits, therapy methodologies, withdrawal symptoms, causes, risk factors, and treatment durations.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Covering each member of the entity class with the same set of attributes and sub-relations is what turns individual pages into a topical map, and it\u2019s the entity-attribute path to topical authority that I described at the beginning of this case study.<\/p>\n<p class=\"wp-block-paragraph\">To implement the Query Deserves a Page principle for the two main query templates, \u201cdoes [substance] cause addiction\u201d and \u201ccan I take [substance] with [substance],\u201d we extract the attributes to cover and connect them back to the \u201c[addiction type] rehab in [locale]\u201d core pages in both micro and macro contexts through internal links between the related web documents.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">This connection works in both directions. Whenever an informational templated page ranks higher, the commercial landing page connected to it also ranks better.<\/p>\n<p class=\"wp-block-paragraph\">This diagram explains how these query template variations contribute to the rankings of the commercial pages for locale-specific queries.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13aa7c\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1126\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"query-history-topical-coverage\" class=\"wp-image-484718\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-768x433.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-1536x865.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-1200x675.png 1200w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1126\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1.png\" alt=\"query-history-topical-coverage\" class=\"wp-image-484718\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-768x433.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-1536x865.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/16-query-history-topical-coverage-1-1200x675.png 1200w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 id=\"h-structuring-core-and-outer-topical-map-sections-around-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Structuring_core_and_outer_topical_map_sections_around_query_templates\"><\/span>Structuring core and outer topical map sections around query templates<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">The core section and the outer section are the two main parts of a topical map. Internal links always flow from the outer section toward the core section to transfer ranking signals.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>The core section is mostly commercial, and it carries the most important concepts and entities.\u00a0<\/li>\n<li>The outer section is mostly informational, and it bridges the central entity to the other main entities of the topical map.\u00a0<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">The third project operates in the word <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/game\/\" data-internallinksmanager029f6b8e52c=\"7\" title=\"Game\" target=\"_blank\" rel=\"noopener\">game<\/a>s industry and ranks mainly for the \u201cunscramble [word]\u201d query template.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13b491\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"index-coverage-organic-visibility\" class=\"wp-image-484720\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1536px) 100vw, 1536px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1.png\" alt=\"index-coverage-organic-visibility\" class=\"wp-image-484720\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/17-index-coverage-organic-visibility-1-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">We always decrease the cost of retrieval by:<\/p>\n<ul class=\"wp-block-list\">\n<li>Removing unnecessary pages through the Query Deserves a Page principle.\u00a0<\/li>\n<li>Solving the technical SEO problems that dilute ranking signals, which increases the ranking signal per web document.\u00a0<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">The main issue in the word game industry is that every website carries the same information.<\/p>\n<p class=\"wp-block-paragraph\">The results for the \u201cunscramble carry\u201d query are always identical across sites, so it\u2019s critical for us to implement visual and textual microsemantics better than the competition, increasing the relevance per document enough to compete against 1.82 million results.<\/p>\n<p class=\"wp-block-paragraph\">Regarding the core and outer sections of the topical map, the \u201cunscramble\u201d industry requires a programmatic SEO approach. As a result, the core section is not divided into commercial and informational. It\u2019s divided into \u201cmost common and popular words\u201d and \u201cless popular words to unscramble.\u201d\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The 1,000 most important words with evergreen search demand receive the majority of the internal links, are linked directly from the homepage, and provide more unique information than the competitors at a cheaper cost of retrieval.<\/p>\n<p class=\"wp-block-paragraph\">To structure these types of projects, using BigQuery is a must because Google Search Console loses nearly 40% of the query-based click and impression data through k-anonymization.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Here\u2019s a programmatic command for checking indexing and query performance.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13bcd7\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1667\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"url-lifecycle-detection\" class=\"wp-image-484722\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1-768x640.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1-1536x1281.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1667\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1.png\" alt=\"url-lifecycle-detection\" class=\"wp-image-484722\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1-768x640.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/18-url-lifecycle-detection-1-1536x1281.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em>The command above shows when a URL received its first and last impressions, along with how many days have passed since the last one, so we can see whether the URL is a candidate for revitalization.<\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Another useful check is a \u201ccrawls and clicks\u201d performance comparison, which shows where Googlebot spends its crawl activity and where the clicks and impressions are actually generated.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Below is an example of a discrepancy from another example project. The site receives a huge share of its crawl activity on tech and asset URLs, but those URLs do not generate any clicks.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Normally, this crawl quota should be allocated to the sections that matter for historical click-satisfaction signals. This is why topical authority is always strictly connected to the technical side of search engine communication.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13c2eb\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"753\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"googlebot-hits-vs-clicks-chart\" class=\"wp-image-484724\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1-768x289.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1-1536x579.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"753\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1.png\" alt=\"googlebot-hits-vs-clicks-chart\" class=\"wp-image-484724\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1-768x289.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/19-googlebot-hits-vs-clicks-chart-1-1536x579.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The examples below come from multiple projects, including the 13 websites covered in the previous SEO case study and several new sites included in this article.<\/p>\n<h3 id=\"h-example-1-for-core-outer-and-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Example_1_for_core_outer_and_query_templates\"><\/span>Example 1 for core, outer and query templates<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">The project below is mainly about social media marketing and promotion, and it has five main query templates.<\/p>\n<ul class=\"wp-block-list\">\n<li>[Social media platform] + promotion<\/li>\n<li>[Social media platform] + engagement metrics<\/li>\n<li>[Social media platform] + influencers<\/li>\n<li>[Social media platform] + growth<\/li>\n<li>[Social media platform] + guides<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">Across all of these templates, some platforms deserve their own page, while others deserve only a section or a sentence.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">However, if a query network contains a Boolean question or an explicit question query, it\u2019s usually better to turn it into a page for the entire network as part of the outer section.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">These question pages are helpful for earning the first LLM approvals for generative AI search engagement, along with semantics-related SERP features such as People Also Ask and Featured Snippets.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">In this case, a template like \u201cdoes [social media platform] pay for [engagement type]\u201d is a useful query template to leverage for transferring ranking signals further into the core section of the topical map.<\/p>\n<p class=\"wp-block-paragraph\">Below are the results of the main domain and its extension domain. These domains, MoreThanPanel and StreamingMafia, were explained in the context of visual semantics in our first case study.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13ccb4\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1333\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"googlebot-hits-vs-clicks-chart\" class=\"wp-image-484726\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1-768x512.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1-1536x1024.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1333\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1.png\" alt=\"googlebot-hits-vs-clicks-chart\" class=\"wp-image-484726\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1-768x512.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/20-organic-growth-comparison-1-1536x1024.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em><em>Both Search Console and third-party results are above for both brands.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"h-example-2-for-core-outer-and-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Example_2_for_core_outer_and_query_templates\"><\/span>Example 2 for core, outer, and query templates<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">The same logic also works for tourism and travel enterprises such as ETSTur and Ucuzabilet, with query templates like:\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cAncient sites in [city]\u201d\u00a0<\/li>\n<li>\u201cTrekking routes in [city]\u201d\u00a0<\/li>\n<li>\u201cHotels in [city]\u201d\u00a0<\/li>\n<li>\u201cAdult hotels in [city]\u201d\u00a0<\/li>\n<li>\u201cTop restaurants in [city]\u201d\u00a0<\/li>\n<li>\u201cTop museums in [city]\u201d\u00a0<\/li>\n<li>\u201cTop churches in [city]\u201d\u00a0<\/li>\n<li>And more.\u00a0<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">Since one of these sites is for hotels and the other is for flight tickets, they share the same outer section of the topical map, differing only in contextual vectors and micro contexts.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">A contextual vector is the order of headings and page segments that flows the context from one topic to another. One website directs the context toward \u201cwhere to stay,\u201d while the other directs it toward \u201cwhen to visit\u201d and \u201chow to get there,\u201d whether by booking a flight or bus ticket or renting a car.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13d592\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"790\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-ucuzabilet\" class=\"wp-image-484728\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1-768x337.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1-1536x674.png 1536w\" data-lazy-sizes=\"(max-width: 1800px) 100vw, 1800px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"790\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1.png\" alt=\"gsc-report-ucuzabilet\" class=\"wp-image-484728\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1-768x337.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/21-gsc-report-ucuzabilet-1-1536x674.png 1536w\" sizes=\"auto, (max-width: 1800px) 100vw, 1800px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Technically, the micro context is the representation of the outer topical map inside the same web document. The macro context, wherever it appears, mostly supports the contextual relevance toward the core section of the topical map.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">All of these route, destination, hotel, holiday, and city query networks are tied to each other through entity-attribute pairs and query templates, together with all of their variations.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Here\u2019s a representation of the hotel-related and transportation-related outer sections of the two topical maps and how both follow the same logic.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13dc18\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"outer-topics-contextual-vectors\" class=\"wp-image-484730\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1536px) 100vw, 1536px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1.png\" alt=\"outer-topics-contextual-vectors\" class=\"wp-image-484730\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/22-outer-topics-contextual-vectors-1-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">With the same logic, you can see the tourism-focused website\u2019s results below.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13e1a2\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"790\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-etstur\" class=\"wp-image-484731\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur-768x337.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur-1536x674.png 1536w\" data-lazy-sizes=\"(max-width: 1800px) 100vw, 1800px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"790\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur.png\" alt=\"gsc-report-etstur\" class=\"wp-image-484731\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur-768x337.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/23-gsc-report-etstur-1536x674.png 1536w\" sizes=\"auto, (max-width: 1800px) 100vw, 1800px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<h3 id=\"h-example-3-for-core-outer-and-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Example_3_for_core_outer_and_query_templates\"><\/span>Example 3 for core, outer, and query templates<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">The website here belongs to one of the biggest hosting companies, and the core and outer sections of its topical map shifted to new subjects through different query templates.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Since \u201cwebsite builder\u201d and \u201cAI website generator\u201d tools have become a major source of demand in the industry, the core and outer sections of the topical map had to change accordingly.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13e820\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1975\" height=\"1138\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"ai-citations-pagerank-hoarding\" class=\"wp-image-484733\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1.png 1975w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1-768x443.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1-1536x885.png 1536w\" data-lazy-sizes=\"(max-width: 1975px) 100vw, 1975px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1975\" height=\"1138\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1.png\" alt=\"ai-citations-pagerank-hoarding\" class=\"wp-image-484733\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1.png 1975w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1-768x443.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/24-ai-citations-pagerank-hoarding-1-1536x885.png 1536w\" sizes=\"auto, (max-width: 1975px) 100vw, 1975px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\"><em>The results while migrating the topical map\u2019s core from hosting to the website builder.<\/em><\/p>\n<p class=\"wp-block-paragraph\">The core section moved from \u201chosting for [industry]\u201d to \u201c[industry] website builder,\u201d while \u201c[industry] website templates\u201d and \u201chow to open a [industry] business\u201d became the main outer section subjects.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Depending on search demand, the outer section can extend into further query templates such as \u201c[industry] website examples,\u201d \u201c[industry] website headers,\u201d \u201cfooters,\u201d \u201cabout pages,\u201d \u201csign-in pages,\u201d \u201cproduct pages,\u201d and \u201cpop-up ideas.\u201d\u00a0<\/p>\n<p class=\"wp-block-paragraph\">All of these queries and page template pairs eventually link back to the core section to transfer their ranking signals, exactly as in the first examples.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13ee76\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"core-shift-topical-expansion\" class=\"wp-image-484735\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1-768x512.png 768w\" data-lazy-sizes=\"(max-width: 1536px) 100vw, 1536px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1.png\" alt=\"core-shift-topical-expansion\" class=\"wp-image-484735\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/25-core-shift-topical-expansion-1-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<h3 id=\"h-example-4-for-core-outer-and-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Example_4_for_core_outer_and_query_templates\"><\/span>Example 4 for core, outer, and query templates<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">The company here is an ecommerce company focusing on rave culture and clothing. It\u2019s also a case study project we didn\u2019t give earlier.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The project\u2019s core section is directly related to the [gender] [rave] [clothe\/dress\/top\/crop\/bottom]-like category query templates, while the outer section mainly focuses on the \u201cfestivals\u201d with two main templates.<\/p>\n<ul class=\"wp-block-list\">\n<li>Festival + Checklist<\/li>\n<li>Festival + Outfit ideas<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">We mostly keep these pages also commercial, even if they are outer sections of the topical map. Informational documents should be commercially related as much as possible by providing direct conversion elements on the top of the page.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Even if we provide checklist items or outfit ideas, we merge these with our products by commercializing the informational documents.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13f66c\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"A simple three-month comparison for the latest changes\u2019 impact.\" class=\"wp-image-484737\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1-768x393.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1-1536x787.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1.png\" alt=\"A simple three-month comparison for the latest changes\u2019 impact.\" class=\"wp-image-484737\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1-768x393.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/26-gsc-report-devilwalking-1-1536x787.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em>A simple three-month comparison for the latest changes\u2019 impact.<\/em><\/figcaption><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">This brings us to the four main principles we apply to semantics: visualization, verbalization, commercialization, and contextualization.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Whenever you commercialize a document and website, you have a higher chance of ranking in Google\u2019s post-helpful content system updates, which favors functional websites with concrete and unique services and benefits, rather than just content sites.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"967\" http: alt=\"devil-walking-homepage\" class=\"wp-image-484739\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1.png 950w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1-768x782.png 768w\" data-lazy-sizes=\"(max-width: 950px) 100vw, 950px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"967\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1.png\" alt=\"devil-walking-homepage\" class=\"wp-image-484739\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1.png 950w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/27-devil-walking-homepage-1-768x782.png 768w\" sizes=\"auto, (max-width: 950px) 100vw, 950px\"><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Here\u2019s a case study spanning two and a half years. A semantic content network that didn\u2019t rank while it was hosted on an affiliate website began ranking better when we moved it to a commercial website, with exactly the same content and context.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c13fdea\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1131\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"affiliate-content-ecommerce\" class=\"wp-image-484741\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1-768x435.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1-1536x869.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1131\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1.png\" alt=\"affiliate-content-ecommerce\" class=\"wp-image-484741\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1-768x435.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/28-affiliate-content-ecommerce-1-1536x869.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">You can observe how ranking signals are created in the outer section of the topical map and transferred to the predominantly commercial core through query-template variations.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Every click, impression, user interaction, or LLM grounding generated by the outer section reinforces the contextual relevance and ranking signals of the commercial pages through the internal linking architecture.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"1060\" http: alt=\"query-template-signal-flow\" class=\"wp-image-484742\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow-768x452.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow-1536x905.png 1536w\" data-lazy-sizes=\"(max-width: 1800px) 100vw, 1800px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1800\" height=\"1060\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow.png\" alt=\"query-template-signal-flow\" class=\"wp-image-484742\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow.png 1800w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow-768x452.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/29-query-template-signal-flow-1536x905.png 1536w\" sizes=\"auto, (max-width: 1800px) 100vw, 1800px\"><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">The final point is that every new supporting document you publish creates additional contextual anchors for the core pages in your topical map.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">As these documents expand the internal linking ecosystem, they introduce fresh anchor contexts that reinforce topical relevance, contribute to content freshness, and provide additional ranking justification through <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US10210256B2\/en\" target=\"_blank\" rel=\"noopener\">Google\u2019s anchor tag indexing system<\/a>.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">In our system, we avoid repeating the same anchor text more than three times within the main content. This helps preserve anchor diversity, strengthen contextual uniqueness, and provide clearer originality signals across the internal linking structure.<\/p>\n<h3 id=\"h-example-5-for-core-outer-and-query-templates\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Example_5_for_core_outer_and_query_templates\"><\/span>Example 5 for core, outer and query templates<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">Do we always have to cover these query templates by opening new pages? Certainly not. A topical map, or even an entire semantic content network, can be exactly one page.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Below is an example from our first case study, which covers all of the query template variations listed as a single page.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Most of these variations don\u2019t even appear in the headings, yet the page still penetrates all of these queries better than other sites. The main reasons for this are visual semantics, positive historical click data, and the higher relevance weight that comes from having fewer words on the page.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c140794\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"698\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"gsc-report-audiototext\" class=\"wp-image-484743\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext-768x268.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext-1536x536.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"698\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext.png\" alt=\"gsc-report-audiototext\" class=\"wp-image-484743\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext-768x268.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/30-gsc-report-audiototext-1536x536.png 1536w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" data-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on--click=\"actions.showLightbox\" data-wp-style--right=\"state.thisImage.buttonRight\" data-wp-style--top=\"state.thisImage.buttonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"><\/path>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Some of the main query templates covered as a single page, despite other sites doing the same with multiple web documents, include:<\/p>\n<ul class=\"wp-block-list\">\n<li>MP4 to text.<\/li>\n<li>MP3 to text.<\/li>\n<li>Video to text.<\/li>\n<li>Audio to text.<\/li>\n<li>WAV to text.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">This graph shows more variations.<\/p>\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{\" imageid data-wp-interactive=\"core\/image\" data-wp-key=\"6a7d80c140eb3\" class=\"aligncenter size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1482\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" http: alt=\"query-template-coverage-audiototext\" class=\"wp-image-484746\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1-768x569.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1-1536x1139.png 1536w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1482\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1.png\" alt=\"query-template-coverage-audiototext\" class=\"wp-image-484746\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/31-query-template-coverage-audiototext-1.png 1999w, 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competitors<\/span>.\n      <\/div>\n<p id=\"semrush-one-subhead\" style=\"font-family: Roboto, sans-serif; font-size: 18px; font-weight: 300; line-height: 25px; margin: 12px 0 0 0; color: #000000 !important;\">\n        See where your brand appears, where it doesn\u2019t, and exactly how to win more visibility across search, AI, local, social, and every channel that matters.\n      <\/p>\n<\/p><\/div>\n<div style=\"margin-bottom: 15px;\">\n      <span id=\"semrush-one-cta\" style=\"display: inline-block; background-color: #FF642D; color: white; height: 44px; border: none; border-radius: 5px; cursor: pointer; font-size: 16px; padding: 0 24px; font-weight: bold; white-space: nowrap; box-sizing: border-box; text-decoration: none; line-height: 44px;\">Start your free trial<\/span>\n    <\/div>\n<\/p><\/div>\n<style>\n  @media (max-width: 768px) {\n    .headline-responsive {\n      font-size: 30px !important;\n      line-height: 1.3 !important;\n    }\n  }\n<\/style>\n<h2 id=\"h-query-templates-require-consistency-and-uniqueness\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Query_templates_require_consistency_and_uniqueness\"><\/span>Query templates require consistency and uniqueness<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Covering more attributes than your competitors or more query template variations than anyone else doesn\u2019t guarantee better rankings.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">SEO is a complex adaptive system, and Google continually tests websites on the SERP to determine whether they satisfy users. Broad Core Algorithm updates often trigger these re-rankings.<\/p>\n<p class=\"wp-block-paragraph\">NavBoost is one of the most important ranking concepts in today\u2019s SEO because it combines clicks, topicality, and PageRank as a hybrid ranking factor. The <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/google-api-content-warehouse.hexdocs.pm\/0.2.0\/GoogleApi.ContentWarehouse.V1.Model.QualityPreviewRanklabTitle.html\" target=\"_blank\" rel=\"noopener\">RankLab<\/a> module explains these click tests in greater detail.<\/p>\n<p class=\"wp-block-paragraph\">The <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/patents.google.com\/patent\/US10467256B2\/en\" target=\"_blank\" rel=\"noopener\">Automatic Query Pattern Generation<\/a> patent explains how Google generates new query templates and constructs indexes.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1500\" http: alt=\"query-pattern-generation\" class=\"wp-image-484748\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-768x576.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-1536x1153.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-900x675.png 900w\" data-lazy-sizes=\"(max-width: 1999px) 100vw, 1999px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1500\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1.png\" alt=\"query-pattern-generation\" class=\"wp-image-484748\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1.png 1999w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-768x576.png 768w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-1536x1153.png 1536w, https:\/\/searchengineland.com\/wp-content\/seloads\/2026\/08\/32-query-pattern-generation-1-900x675.png 900w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\"><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Google relies on patterns because pattern-based ranking solves problems faster. Paul Haahr of Google explained this during his \u201c<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=DeW-9fhvkLM\" target=\"_blank\" rel=\"noopener\">Improving the Search over Years<\/a>\u201d speech:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cIf there is a query with wrong results, we won\u2019t fix it. If this query belongs to a cluster, we will fix it. We are not interested in individual SERPs even if we know that it\u2019s wrong.\u201d<\/li>\n<\/ul>\n<div class=\"ttd-topics-display\">\n<div class=\"ttd-topics-content\">\n<h5><span class=\"ez-toc-section\" id=\"Topics_on_this_page\"><\/span>Topics on this page<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<div class=\"ttd-topics-links\">GooglePageRankSearch engine optimizationSemantic searchArtificial intelligenceBigQueryBill SlawskiBoolean data typeContent management systemContent strategyCSSDiscordFacebookGoogle Business ProfileGoogle Search ConsoleGooglebotHTMLInformation retrievalInstagramJavaScriptJPEGPaul HaahrPortable Network GraphicsQR codeSearch engine indexingSearch engine results pageSemrushURLWikiHowWordPress<\/div>\n<\/div>\n<div class=\"ttd-topics-show-extra-button\">+26 more<\/div>\n<\/div>\n<\/div>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" target=\"_blank\" >Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/query-templates-topical-authority-484676\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A single query can sit inside thousands of variations. Mapping those patterns can build topical authority across an entire search network. Topical authority isn\u2019t built by covering a topic alone. It also depends on how well your content covers the different ways people search for that topic. Query templates provide a way to map those&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-743869","post","type-post","status-publish","format-standard","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/743869","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=743869"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/743869\/revisions"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=743869"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=743869"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=743869"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}