{"id":17821,"date":"2024-10-21T11:12:06","date_gmt":"2024-10-21T15:12:06","guid":{"rendered":"https:\/\/ipullrank.com\/?page_id=17821"},"modified":"2025-06-05T13:52:47","modified_gmt":"2025-06-05T17:52:47","slug":"seo-software-gaps","status":"publish","type":"page","link":"https:\/\/ipullrank.com\/resources\/webinars\/seo-software-gaps","title":{"rendered":"Accounting for Gaps in SEO Software | iPullRank Webinar\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"17821\" class=\"elementor elementor-17821\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-725dfa84 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"725dfa84\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1c868b03\" data-id=\"1c868b03\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-29dcbde elementor-widget elementor-widget-heading\" data-id=\"29dcbde\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tech SEO Connect<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-632702b2 elementor-widget elementor-widget-heading\" data-id=\"632702b2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Accounting for Gaps in SEO Software<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ba0d3b3 elementor-widget elementor-widget-heading\" data-id=\"2ba0d3b3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Featuring Mike King<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53d8a0e elementor-widget elementor-widget-video\" data-id=\"53d8a0e\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=4NpdxySuEEg&amp;t=697s&quot;,&quot;show_image_overlay&quot;:&quot;yes&quot;,&quot;image_overlay&quot;:{&quot;url&quot;:&quot;http:\\\/\\\/ipullrank.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/Accounting-for-Gaps-in-SEO-Software-cover.jpg&quot;,&quot;id&quot;:17822,&quot;size&quot;:&quot;&quot;,&quot;alt&quot;:&quot;&quot;,&quot;source&quot;:&quot;library&quot;},&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t\t\t<div class=\"elementor-custom-embed-image-overlay\" style=\"background-image: url(https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/10\/Accounting-for-Gaps-in-SEO-Software-cover.jpg);\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-custom-embed-play\" role=\"button\" aria-label=\"Play Video\" tabindex=\"0\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-play\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M838 162C746 71 633 25 500 25 371 25 258 71 163 162 71 254 25 367 25 500 25 633 71 746 163 837 254 929 367 979 500 979 633 979 746 933 838 837 929 746 975 633 975 500 975 367 929 254 838 162M808 192C892 279 933 379 933 500 933 621 892 725 808 808 725 892 621 938 500 938 379 938 279 896 196 808 113 725 67 621 67 500 67 379 108 279 196 192 279 108 383 62 500 62 621 62 721 108 808 192M438 392V642L642 517 438 392Z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b307de elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b307de\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-739167d3\" data-id=\"739167d3\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-661da5eb elementor-widget elementor-widget-heading\" data-id=\"661da5eb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Time Stamps:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ec95a0a elementor-widget elementor-widget-text-editor\" data-id=\"3ec95a0a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"71\">[0:58] SEO Content Editing Tools are Deficient<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"115\">[2:03] Phrase-Based Indexing and AI Overviews<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"158\">[3:37] Google&#8217;s Search Explanation Feature<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"198\">[5:57] &#8220;Python SEO&#8221; Exists Due to SEO Software Failings<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"251\">[6:29] Search Engine Fundamentals: Vector Space Model<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"302\">[8:54] From Lexical to Semantic: The Evolution of Google Search<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"363\">[9:15] Word2Vec and the Rise of Semantic Analysis<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"410\">[11:48] The Transformer, BERT, and Hybrid Retrieval<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"459\">[13:59] Dense Retrieval and Aspect-Level Scoring<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"505\">[15:31] E-E-A-T is Mathematically Represented<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\">[17:25] Google Prioritizes User Experience<\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"71\"><span class=\"bold ng-star-inserted\" data-start-index=\"588\">[20:35] Click Data is Key to Google&#8217;s Success<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"85\"><span class=\"bold ng-star-inserted\" data-start-index=\"85\">[26:06] SEO Needs New Metrics<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"85\"><span class=\"bold ng-star-inserted\" data-start-index=\"112\">[28:51] Leaks Reveal More Data to Consider<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"85\"><span class=\"bold ng-star-inserted\" data-start-index=\"152\">[34:53] SEO Needs Technical Standards<\/span><\/div><\/li><li><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"85\"><span class=\"bold ng-star-inserted\" data-start-index=\"187\">[36:41] Data Should Be Free and Better<\/span><\/div><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9794b12\" data-id=\"9794b12\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b86bbec elementor-widget elementor-widget-text-editor\" data-id=\"2b86bbec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"to-user-container\"><div class=\"message-text-content\"><div class=\"ng-star-inserted\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"0\"><span class=\"ng-star-inserted\" data-start-index=\"0\">Mike King explores <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"22\">the limitations of SEO software<\/span><span class=\"ng-star-inserted\" data-start-index=\"53\"> and <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"58\">the importance of user behavior and semantic understanding in Google\u2019s algorithms.<\/span><\/div><div data-start-index=\"0\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"0\"><span class=\"ng-star-inserted\" data-start-index=\"140\">Learn how concepts like <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"165\">vector embeddings<\/span><span class=\"ng-star-inserted\" data-start-index=\"182\"> and <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"187\">clickstream data analysis<\/span><span class=\"ng-star-inserted\" data-start-index=\"212\"> can enhance your SEO strategies. <\/span><\/div><div data-start-index=\"0\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"0\"><span class=\"ng-star-inserted\" data-start-index=\"212\">Discover <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"256\">key insights from recent Google leaks<\/span><span class=\"ng-star-inserted\" data-start-index=\"293\">, and join the discussion on <\/span><span class=\"bold ng-star-inserted\" data-start-index=\"322\">the need for better data access and technical standards in the SEO community.<\/span><\/div><\/div><\/div><div class=\"action ng-star-inserted\">\u00a0<\/div><\/div><div class=\"from-user-container\"><div class=\"message-text-content\"><div class=\"ng-star-inserted\">\u00a0<\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14fed604 elementor-widget elementor-widget-text-editor\" data-id=\"14fed604\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Don&#8217;t forget to please <strong>SUBSCRIBE<\/strong> on YouTube if you enjoy the webinar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11955423 elementor-widget elementor-widget-image\" data-id=\"11955423\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.youtube.com\/c\/iPullRankSEO?sub_confirmation=1\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"200\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2021\/09\/Save.png\" class=\"attachment-full size-full wp-image-13846\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2021\/09\/Save.png 800w, https:\/\/ipullrank.com\/wp-content\/uploads\/2021\/09\/Save-300x75.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2021\/09\/Save-768x192.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1431baa8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1431baa8\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4477f5bd\" data-id=\"4477f5bd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ed717c elementor-widget elementor-widget-spacer\" data-id=\"9ed717c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c56e8f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c56e8f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6ce9e7b\" data-id=\"6ce9e7b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35e7c89 elementor-widget elementor-widget-heading\" data-id=\"35e7c89\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Should SEO Software catch up to Google?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58e0237 elementor-widget elementor-widget-text-editor\" data-id=\"58e0237\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mike King believes that SEO professionals need to better understand user behavior, leverage concepts like <a href=\"https:\/\/ipullrank.com\/vector-embeddings-is-all-you-need\">vector embeddings<\/a>, and analyze clickstream data to improve their SEO strategies because most SEO software is deficient and doesn&#8217;t account for how Google&#8217;s algorithms actually work.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b634b2 elementor-widget elementor-widget-heading\" data-id=\"3b634b2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SEO Content Editing Tools are Deficient <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e096ab1 elementor-widget elementor-widget-text-editor\" data-id=\"e096ab1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"143\"><span class=\"ng-star-inserted\" data-start-index=\"143\">Mike argues that many SEO content editing tools are fundamentally flawed because they don&#8217;t account for how Google actually processes and ranks content. They often focus solely on optimizing for a single target keyword, which is a limited approach. <\/span><\/div><div data-start-index=\"143\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"143\"><span class=\"ng-star-inserted\" data-start-index=\"143\">He cites Searchmetrics Content Experience as a tool that gets it right by optimizing based on a graph of related keywords, similar to Google&#8217;s concept of phrase-based indexing. <\/span><\/div><div data-start-index=\"143\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"143\"><span class=\"ng-star-inserted\" data-start-index=\"143\">This broader approach reflects Google&#8217;s understanding of content within a topical cluster, considering co-occurring terms and semantic relationships between keywords.<\/span><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9358028 elementor-widget elementor-widget-heading\" data-id=\"9358028\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Phrase-Based Indexing and AI Overviews<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19b53ed elementor-widget elementor-widget-text-editor\" data-id=\"19b53ed\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"783\"><span class=\"ng-star-inserted\" data-start-index=\"783\">Mike emphasizes that Google looks beyond just the target keyword when ranking content. He points to the phrase-based indexing patent and the AI Overview feature as evidence. These aspects of Google&#8217;s algorithms consider related keywords and co-occurring terms on pages to determine their relevance to a query. Unfortunately, many SEO tools still rely heavily on TF-IDF, a metric that merely measures keyword frequency without considering the semantic relationships between them.<\/span><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc1cef4 elementor-widget elementor-widget-heading\" data-id=\"fc1cef4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Google's Search Explanation Feature<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88a89fe elementor-widget elementor-widget-text-editor\" data-id=\"88a89fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1302\"><span class=\"ng-star-inserted\" data-start-index=\"1302\">He highlights the value of Google&#8217;s &#8220;Search Explanation&#8221; feature found in search results for specific listings. This feature offers insights into why particular results rank for specific queries, going beyond just basic keyword matching. It provides both lexical and semantic reasons for a page&#8217;s ranking, revealing which search terms are present and how they relate to the query. SEOs can leverage this information to optimize their content more effectively, aligning it with Google&#8217;s understanding of relevance.<\/span><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-820b01c elementor-widget elementor-widget-heading\" data-id=\"820b01c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\"Python SEO\" Exists Due to SEO Software Failings<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6eb1cb9 elementor-widget elementor-widget-text-editor\" data-id=\"6eb1cb9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><span class=\"ng-star-inserted\" data-start-index=\"1855\">King observes that the rise of &#8220;Python SEO&#8221; is a direct consequence of the limitations of existing SEO software. Many SEOs turn to Python scripting to gather data and perform analysis because commercially available tools often lack the depth and sophistication required to understand Google&#8217;s increasingly complex algorithms. This reliance on custom solutions highlights a gap in the SEO software market, calling for more advanced tools capable of analyzing semantic relationships and user behavior signals.<\/span><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e92e5a1 elementor-widget elementor-widget-heading\" data-id=\"e92e5a1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Search Engine Fundamentals: Vector Space Model<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cf2367 elementor-widget elementor-widget-text-editor\" data-id=\"8cf2367\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><span class=\"ng-star-inserted\" data-start-index=\"2413\">Mike explains the foundational concept behind search engine operation: <a href=\"https:\/\/ipullrank.com\/content-relevance\">the vector space model<\/a>. <\/span><\/div><div data-start-index=\"2413\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><span class=\"ng-star-inserted\" data-start-index=\"2413\">In this model, both documents and search queries are represented as vectors in a multi-dimensional space. Each dimension corresponds to a different feature or concept. The closer a document vector is to a query vector in this space, the more relevant the document is considered. This model moves away from simple keyword matching, enabling search engines to understand the semantic relationships between words and concepts.<\/span><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40504cd elementor-widget elementor-widget-heading\" data-id=\"40504cd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">From Lexical to Semantic: The Evolution of Google Search<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b9cbd6 elementor-widget elementor-widget-text-editor\" data-id=\"8b9cbd6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\">Mike traces the evolution of Google Search from a primarily lexical model, relying heavily on keyword frequency (think keyword stuffing), to a semantic model focused on understanding the meaning and context of words.<\/div><div data-start-index=\"2413\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\">This transition, marked by the Hummingbird update over a decade ago, significantly impacted SEO practices, demanding a shift from keyword-centric optimization to creating content that truly addresses user intent and provides valuable information.<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e37e4f elementor-widget elementor-widget-heading\" data-id=\"5e37e4f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Word2Vec and the Rise of Semantic Analysis<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0927847 elementor-widget elementor-widget-text-editor\" data-id=\"0927847\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><span class=\"ng-star-inserted\" data-start-index=\"3504\">Mike dives into the groundbreaking innovation of Word2Vec, a technique developed by Tomas Mikolov and Jeff Dean, which introduced the concept of vector embeddings.<\/span><\/div><div data-start-index=\"3504\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><span class=\"ng-star-inserted\" data-start-index=\"3504\"> Word2Vec represents words as coordinates in a multi-dimensional space, capturing semantic relationships between them. Words with similar meanings are located closer together in this space, allowing Google to understand synonyms, related concepts, and even analogies. <\/span><\/div><div data-start-index=\"3504\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><span class=\"ng-star-inserted\" data-start-index=\"3504\">This marked a significant advancement in natural language processing, paving the way for more sophisticated semantic analysis in search.<\/span><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-238e99a elementor-widget elementor-widget-heading\" data-id=\"238e99a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Transformer, BERT, and Hybrid Retrieval<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80593b2 elementor-widget elementor-widget-text-editor\" data-id=\"80593b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\">Mike discusses the emergence of the Transformer, a powerful deep learning model invented by Noam Shazeer, which further revolutionized natural language processing.<\/div><div data-start-index=\"3504\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\">The Transformer architecture became the foundation for BERT (Bidirectional Encoder Representations from Transformers), a model that goes beyond Word2Vec by understanding context.<\/div><div data-start-index=\"3504\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\">BERT can differentiate between words with multiple meanings based on the surrounding words in a sentence, significantly improving Google&#8217;s ability to understand natural language. This led Google to adopt a hybrid retrieval model, combining both lexical and semantic analysis to deliver more relevant and comprehensive search results.<\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a526a0 elementor-widget elementor-widget-heading\" data-id=\"6a526a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dense Retrieval and Aspect-Level Scoring<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2bdba5 elementor-widget elementor-widget-text-editor\" data-id=\"e2bdba5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\">Mike explains the concept of dense retrieval, which enables Google to go beyond traditional document-level scoring and assess relevance at a much finer granularity, even down to individual sentences or paragraphs.<\/div><div data-start-index=\"3504\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\">This is based on the idea of multi-aspect dense retrieval, where multiple embeddings represent different facets of both the query and the document. This allows Google to pinpoint the most relevant sections of a page to a user&#8217;s query, leading to more precise and informative search results.<\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb2a7f9 elementor-widget elementor-widget-heading\" data-id=\"cb2a7f9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">E-E-A-T is Mathematically Represented<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-793cc45 elementor-widget elementor-widget-text-editor\" data-id=\"793cc45\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><span class=\"ng-star-inserted\" data-start-index=\"5393\">Mike argues that E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness), a key concept in Google&#8217;s Quality Raters Guidelines, is not just a qualitative assessment but is mathematically represented in the algorithm. <\/span><\/div><div data-start-index=\"5393\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><span class=\"ng-star-inserted\" data-start-index=\"5393\">This is achieved through website and author embeddings, which provide Google with a way to quantify the topical focus of a website and the expertise of an author. By analyzing these embeddings, Google can assess whether a page aligns with a website&#8217;s overall theme and whether the author is recognized as knowledgeable in the subject matter.<\/span><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c091ee elementor-widget elementor-widget-heading\" data-id=\"3c091ee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Google Prioritizes User Experience<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bee55e elementor-widget elementor-widget-text-editor\" data-id=\"9bee55e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><span class=\"ng-star-inserted\" data-start-index=\"6003\">Mike emphasizes that Google prioritizes user experience, and this is reflected in its ranking algorithms. <\/span><\/div><div data-start-index=\"6003\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><span class=\"ng-star-inserted\" data-start-index=\"6003\">This user-centric approach is supported by leaked documents and the DOJ antitrust trial, which confirmed Google&#8217;s use of user behavior signals like click data to re-rank search results. This contradicts Google&#8217;s past statements about using click data only for evaluation and experimentation, highlighting the importance of optimizing for factors that enhance user engagement and satisfaction.<\/span><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fba7222 elementor-widget elementor-widget-heading\" data-id=\"fba7222\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Click Data is Key to Google's Success<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02fc67b elementor-widget elementor-widget-text-editor\" data-id=\"02fc67b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\"><span class=\"ng-star-inserted\" data-start-index=\"6544\">Mike asserts that Google&#8217;s massive volume of click data contributes significantly to its search dominance. <\/span><\/div><div data-start-index=\"6544\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\"><span class=\"ng-star-inserted\" data-start-index=\"6544\">Metrics like &#8220;last longest click&#8221; (the time spent on a page before returning to search results) and &#8220;nav fraction&#8221; (expected CTR) play a key role in how Google ranks pages. These signals provide insights into user satisfaction and engagement with search results. This further reinforces the need for SEOs to focus on creating content that satisfies user intent and encourages longer dwell times on pages.<\/span><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7f55a0 elementor-widget elementor-widget-heading\" data-id=\"a7f55a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SEO Needs New Metrics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b1bec elementor-widget elementor-widget-text-editor\" data-id=\"e8b1bec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\">Mike contends that the SEO industry needs to embrace new metrics that go beyond traditional factors like keyword rankings and backlinks. He proposes metrics like &#8220;site focus score,&#8221; which measures the alignment of individual pages with a website&#8217;s overall topical theme using site embeddings, and &#8220;content potential rating,&#8221; which assesses the likelihood of a page to rank well based on its content and keyword opportunities.<\/div><div data-start-index=\"6544\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\">These metrics align with Google&#8217;s increasing emphasis on user experience, semantic understanding, and content quality.<\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f94465 elementor-widget elementor-widget-heading\" data-id=\"0f94465\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Leaks Reveal More Data to Consider<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7372f5d elementor-widget elementor-widget-text-editor\" data-id=\"7372f5d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"7666\"><span class=\"ng-star-inserted\" data-start-index=\"7666\">Mike discusses the insights gained from recent <a href=\"https:\/\/ipullrank.com\/google-algo-leak\">Google leaks<\/a>, revealing additional data points Google considers in its ranking algorithms. These leaks provide a glimpse into the complex interplay of factors that influence search rankings, including social media signals, news scores, a medical classifier, and various metrics related to People Also Ask (PAA) features. <\/span><\/div><div data-start-index=\"7666\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"7666\"><span class=\"ng-star-inserted\" data-start-index=\"7666\">Analyzing these leaks can help SEOs understand the evolving priorities of Google&#8217;s algorithms and adjust their strategies accordingly.<\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26d6503 elementor-widget elementor-widget-heading\" data-id=\"26d6503\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SEO Needs Technical Standards<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ef4dbd elementor-widget elementor-widget-text-editor\" data-id=\"4ef4dbd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"7666\">Mike advocates for the establishment of technical standards within the SEO industry, particularly in data formats and APIs. He criticizes the lack of consistency across different SEO tools, making it difficult to compare data and switch platforms without significant manual effort.<\/div><div data-start-index=\"7666\">\u00a0<\/div><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"7666\">Establishing clear standards for data portability and interoperability would benefit the entire SEO community, enabling seamless integration of data from various sources and facilitating more informed decision-making.<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-744b2ad elementor-widget elementor-widget-heading\" data-id=\"744b2ad\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Should Be Free and Better<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59f68b4 elementor-widget elementor-widget-text-editor\" data-id=\"59f68b4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"paragraph normal ng-star-inserted\" data-start-index=\"1855\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"2413\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"3504\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"5393\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6003\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"6544\"><div class=\"paragraph normal ng-star-inserted\" data-start-index=\"7666\">Mike concludes by expressing his belief that crucial SEO data, like rankings and link data, should be freely accessible. He argues that the technical barrier to collecting and storing this data is not insurmountable, as demonstrated by projects like Majestic&#8217;s distributed crawling network. He proposes an &#8220;Open Search Initiative,&#8221; a community-driven project inspired by Google&#8217;s Spanner architecture, to build a distributed database of SEO data, providing free and open access to valuable information that can benefit the entire industry.<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dc0190 elementor-widget elementor-widget-heading\" data-id=\"3dc0190\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">About the Presenter<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a496fd4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a496fd4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-2ae620c\" data-id=\"2ae620c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64e6e7d elementor-widget elementor-widget-image\" data-id=\"64e6e7d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-1024x1024.jpg\" class=\"attachment-large size-large wp-image-16103\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-1024x1024.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-300x300.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-150x150.jpg 150w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-768x768.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-1536x1536.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-2048x2048.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-825x825.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-945x945.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/02\/mike-king-bio-1-1-80x80.jpg 80w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-702d967\" data-id=\"702d967\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0caa763 elementor-widget elementor-widget-heading\" data-id=\"0caa763\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Mike King | Founder and CEO | iPullRank<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58bd684 elementor-widget elementor-widget-text-editor\" data-id=\"58bd684\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5ef8ead\" data-id=\"5ef8ead\" data-element_type=\"column\"><div class=\"elementor-widget-wrap elementor-element-populated\"><div class=\"elementor-element elementor-element-b6d510d elementor-widget elementor-widget-theme-post-content\" data-id=\"b6d510d\" data-element_type=\"widget\" data-widget_type=\"theme-post-content.default\"><div class=\"elementor-widget-container\"><div class=\"abh_box abh_box_down abh_box_fancy\"><div class=\"abh_tab_content\"><section class=\"vcard author abh_about_tab abh_tab\"><div class=\"abh_text\"><div class=\"description note abh_description\">Mike King is the Founder and CEO of iPullRank. Deeply technical and highly creative, Mike has helped generate over $4B in revenue for his clients. A rapper and recovering big agency guy, Mike&#8217;s greatest clients are his two daughters: Zora and Glory.<\/div><\/div><\/section><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f1bc3fd\" data-id=\"f1bc3fd\" data-element_type=\"column\"><div class=\"elementor-widget-wrap elementor-element-populated\"><div class=\"elementor-element elementor-element-4e656ff popular_articles elementor-widget elementor-widget-heading\" data-id=\"4e656ff\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\">\u00a0<\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8aa61e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8aa61e8\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6a9beec\" data-id=\"6a9beec\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ca3a159 elementor-widget elementor-widget-heading\" data-id=\"ca3a159\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SEO CODE <span style=\"color:red\">RED<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56ac7ef elementor-widget elementor-widget-text-editor\" data-id=\"56ac7ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Will Google\u2019s AI Overviews (SGE) tank your organic traffic?<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de2b92f elementor-widget elementor-widget-heading\" data-id=\"de2b92f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">INCLUDED IN THE AI OVERVIEWS THREAT REPORT:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63bb831 elementor-widget elementor-widget-text-editor\" data-id=\"63bb831\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><span style=\"color: #fadd23;\"><strong><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Threat Level by Snapshot Type:<\/span><\/strong><\/span><span class=\"OYPEnA text-decoration-none text-strikethrough-none\"> Local, eCommerce, Desktop, and Mobile will have a different impact on your organic traffic. Which types are appearing for your keywords?<\/span><\/li><li><strong><span class=\"OYPEnA text-decoration-none text-strikethrough-none\" style=\"color: #fadd23;\">Threat Level by Result Position Distribution: <\/span><\/strong><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Your visibility within AI Overviews can indicate the likelihood of organic traffic. Where in the Snapshot do your links appear?<\/span><\/li><li><span style=\"color: #fadd23;\"><strong><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Automatic AI Overviews vs Click to Generate:<\/span><\/strong><\/span><span class=\"OYPEnA text-decoration-none text-strikethrough-none\"> Will your audience be force-fed AI Overviews or will that extra click to generate the snapshot save you from missing out on traffic?<\/span><\/li><li><span style=\"color: #fadd23;\"><strong><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Threat Level by Snapshot Speed: <\/span><\/strong><\/span><span class=\"OYPEnA text-decoration-none text-strikethrough-none\">Slow AI Overviews load times might not impact your organic visibility. How fast does AI Overviews load?<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-42a1bb1\" data-id=\"42a1bb1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cdc29f0 elementor-widget elementor-widget-image\" data-id=\"cdc29f0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-1024x683.png\" class=\"attachment-large size-large wp-image-16783\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-1024x683.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-300x200.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-768x512.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-825x550.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min-945x630.png 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2023\/09\/Untitled-design-2023-09-19T124842.777-min.png 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-335cdec elementor-widget elementor-widget-html\" data-id=\"335cdec\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n  hbspt.forms.create({\n    region: \"na1\",\n    portalId: \"738796\",\n    formId: \"33b93070-5652-462e-9cad-be8ad0fa5021\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7d95639c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d95639c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2fad070f\" data-id=\"2fad070f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-52146fe elementor-widget-divider--view-line_text elementor-widget-divider--element-align-center elementor-widget elementor-widget-divider\" data-id=\"52146fe\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tPAST CONTENT\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcd00dc elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"fcd00dc\" data-element_type=\"widget\" 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data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20907 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-mode category-generative-ai category-seo\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ipullrank.com\/eeat-ymyl-ai-search\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"172\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/02\/YMYL-blog-300x172.jpg\" class=\"attachment-medium size-medium wp-image-20908\" alt=\"Health and YMYL topics\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/02\/YMYL-blog-300x172.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/02\/YMYL-blog-1024x586.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/02\/YMYL-blog-768x439.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/02\/YMYL-blog.jpg 1398w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ipullrank.com\/eeat-ymyl-ai-search\" >\n\t\t\t\tGoogle\u2019s Search Quality Rater Guidelines and YMYL in the Age of AI Search\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tFebruary 5, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20856 post type-post status-publish format-standard has-post-thumbnail hentry category-audience-research category-content-strategy category-generative-ai category-seo\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ipullrank.com\/google-patents-and-leaks\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"172\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/researching-patents-header-300x172.jpg\" class=\"attachment-medium size-medium wp-image-20858\" alt=\"Researching patents\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/researching-patents-header-300x172.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/researching-patents-header-1024x586.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/researching-patents-header-768x439.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/researching-patents-header.jpg 1398w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div 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src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/clickbait-header-300x172.jpg\" class=\"attachment-medium size-medium wp-image-20811\" alt=\"Click bait\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/clickbait-header-300x172.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/clickbait-header-1024x586.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/clickbait-header-768x439.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/clickbait-header.jpg 1398w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ipullrank.com\/page-title-tips\" >\n\t\t\t\t1 Important Lesson Omar Little Taught Me About Writing Page Titles\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tJanuary 22, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"189\" data-next-page=\"https:\/\/ipullrank.com\/resources\/webinars\/seo-software-gaps\/2\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">&laquo; Previous<\/span>\n<a class=\"page-numbers next\" href=\"https:\/\/ipullrank.com\/resources\/webinars\/seo-software-gaps\/2\">Next &raquo;<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Tech SEO Connect Accounting for Gaps in SEO Software Featuring Mike King Time Stamps: [0:58] SEO Content Editing Tools are Deficient [2:03] Phrase-Based Indexing and<\/p>\n","protected":false},"author":52,"featured_media":17822,"parent":13629,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"page-tag":[253],"class_list":["post-17821","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Accounting for Gaps in SEO Software | iPullRank Webinar<\/title>\n<meta name=\"description\" content=\"Mike King exposes the shortcomings of SEO software, advocating for understanding user behavior, semantic search, and leveraging new metrics.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ipullrank.com\/resources\/webinars\/seo-software-gaps\" \/>\n<meta property=\"og:locale\" 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