{"id":18588,"date":"2025-05-16T09:57:52","date_gmt":"2025-05-16T13:57:52","guid":{"rendered":"https:\/\/ipullrank.com\/?p=18588"},"modified":"2025-05-23T09:20:18","modified_gmt":"2025-05-23T13:20:18","slug":"seo-week-day-one-science","status":"publish","type":"post","link":"https:\/\/ipullrank.com\/seo-week-day-one-science","title":{"rendered":"SEO Week in Review: Day 1 &#8211; The Science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18588\" class=\"elementor elementor-18588\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a56abdd e-flex e-con-boxed e-con e-parent\" data-id=\"a56abdd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a51f189 elementor-widget elementor-widget-text-editor\" data-id=\"a51f189\" 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 style=\"font-weight: 400;\">I didn\u2019t know what was in store, but was ready to document everything. It was the first SEO Week. The iPullRank team was prepared. The event space was designed like no other SEO conference. To say the first day was technical would be an understatement. To the geeks!<\/span><\/p><p><span style=\"font-weight: 400;\">We launched the week with The Science of SEO. Attendees immediately vibed as they took in the blue cobalt of the neon lights and the technology theme projection mapped across the venue&#8217;s walls. We were ready. Chef\u2019s kiss. <\/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-aa3b7bf elementor-widget elementor-widget-image\" data-id=\"aa3b7bf\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Img_CobaltFrame_Opt01-1024x341.png\" class=\"attachment-large size-large wp-image-18600\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Img_CobaltFrame_Opt01-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Img_CobaltFrame_Opt01-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Img_CobaltFrame_Opt01-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Img_CobaltFrame_Opt01.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-ba704ff elementor-widget elementor-widget-text-editor\" data-id=\"ba704ff\" 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 style=\"font-weight: 400;\">As someone who&#8217;s been in marketing for 20 years and in SEO for 13 (mostly on the content side of things), I\u2019ll be real &#8211; some of the stuff shared this first day was way above my pay grade. But it was fascinating, inspiring, and a little humbling in the best way.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">So if you&#8217;re like me, curious but maybe not fluent in vectors and embeddings just yet, don\u2019t worry; I got you. I\u2019ll walk you through each session, share the biggest takeaways, and drop a little glossary at the end of each section to help decode the techy bits. Let\u2019s get into it. <\/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-0bb9074 elementor-widget elementor-widget-heading\" data-id=\"0bb9074\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Jump to the speakers<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9c693e elementor-widget elementor-widget-text-editor\" data-id=\"a9c693e\" 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><a href=\"#mike-king\">Mike King<\/a><\/li><li><a href=\"#krishna\">Krishna <span style=\"font-weight: 400;\">Madhavan<\/span><\/a><\/li><li><a href=\"#jeff\">Jeff Coyle<\/a><\/li><li><a href=\"#rsnake\">RSnake<\/a><\/li><li><a href=\"#elias\">Elias Dabbas<\/a><\/li><li><a href=\"#jori\">Jori Ford<\/a><\/li><li><a href=\"#annie\">Annie Cushing<\/a><\/li><li><a href=\"#jr\">JR Oakes<\/a><\/li><li><a href=\"#manick\">Manick Bhan<\/a><\/li><li><a href=\"#james\">James Cadwallader<\/a><\/li><\/ul>\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-6d3b066 elementor-widget elementor-widget-heading\" data-id=\"6d3b066\" 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\">Download all of the decks from our SEO Week day one speakers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dfb6d3 elementor-widget elementor-widget-html\" data-id=\"8dfb6d3\" 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    portalId: \"738796\",\n    formId: \"cc6178b5-1d43-44f9-a834-acc8301db732\",\n    region: \"na1\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cfa4bb elementor-widget elementor-widget-heading\" data-id=\"7cfa4bb\" data-element_type=\"widget\" id=\"mike-king\" 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 Brave New World of SEO: Relevance Engineering<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56fe675 elementor-widget elementor-widget-image\" data-id=\"56fe675\" 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=\"1200\" height=\"400\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/1.png\" class=\"attachment-full size-full wp-image-18621\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/1.png 1200w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/1-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/1-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/1-768x256.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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-52937b1 elementor-widget elementor-widget-text-editor\" data-id=\"52937b1\" 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><a href=\"https:\/\/ipullrank.com\/resources\/best-of-mike-king\"><span style=\"font-weight: 400;\">Mike King<\/span><\/a><span style=\"font-weight: 400;\">, Founder and CEO of iPullRank, launched the conference with his presentation, declaring that the entire search engine optimization industry is fundamentally changing. SEO practitioners need to accept that the traditional organic search results page of 10 blue links has become a relic; SEO is facing a fundamental shift with Google&#8217;s introduction of AI-driven features like AI Overviews and AI Mode.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Organic traffic is declining permanently, forcing marketers to reconsider how they measure success, moving beyond traffic to quality and relevance.<\/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-1498bc7 elementor-widget elementor-widget-image\" data-id=\"1498bc7\" 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=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_MikeKing-768x1024.png\" class=\"attachment-large size-large wp-image-18602\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_MikeKing-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_MikeKing-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_MikeKing.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42c2162 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"42c2162\" 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-ea20783\" data-id=\"ea20783\" 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-84fa7a5 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"84fa7a5\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cSEOs are the janitors of the web.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Mike King<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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<div class=\"elementor-element elementor-element-5968ce9 e-flex e-con-boxed e-con e-parent\" data-id=\"5968ce9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26d44e9 elementor-widget elementor-widget-heading\" data-id=\"26d44e9\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf65140 elementor-widget elementor-widget-text-editor\" data-id=\"bf65140\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Overviews and AI Mode<\/b><span style=\"font-weight: 400;\">: Google&#8217;s new search formats drastically reduce the need for users to click through to sites by summarizing answers directly in search results, significantly reducing traditional traffic. Unlike Featured Snippets, these tools profoundly impact user behavior and visibility.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3616855.3638208\"><b>Delphic Costs<\/b><\/a><span style=\"font-weight: 400;\">: Google is intentionally reducing the cognitive effort of search by providing immediate, direct answers, thus training users to expect longer, conversational queries.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hyper-personalization<\/b><span style=\"font-weight: 400;\">: Google\u2019s use of AI memory features personalizes search experiences to an unprecedented level, challenging traditional SEO practices.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vector Embeddings &amp; Cosine Similarities<\/b><span style=\"font-weight: 400;\">: Content relevance is now mathematically determined using vector embeddings, which plot content and queries in semantic spaces. Websites must ensure their content is semantically clustered and closely related to targeted queries. Irrelevant &#8220;floating&#8221; content will fail to gain visibility.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Relevance Engineering<\/b><span style=\"font-weight: 400;\">: The traditional role of SEO &#8211; optimizing for search &#8211; is outdated. Instead, Relevance Engineering proactively structures content and experiences around clear semantic and mathematical frameworks, aiming for high relevance and visibility across all search modalities.<\/span><\/li><\/ul>\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-454b72e elementor-widget elementor-widget-image\" data-id=\"454b72e\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing-1024x576.png\" class=\"attachment-large size-large wp-image-18590\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_MikeKing.png 1920w\" 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-9a6c4d8 elementor-widget elementor-widget-heading\" data-id=\"9a6c4d8\" 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\">Practical steps for implementing Relevance Engineering<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9d599a elementor-widget elementor-widget-text-editor\" data-id=\"d9d599a\" 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<ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Identify Relevant Audiences and Channels &#8211; <\/b><span style=\"font-weight: 400;\">Clearly define who your audience is and choose channels based on where your audience actively searches.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Configure Platforms &#8211; <\/b><span style=\"font-weight: 400;\">Ensure technical setups align precisely with the specific search surfaces (Google AI Overviews, conversational searches, etc.).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Engineer Relevant Experiences &#8211; <\/b><span style=\"font-weight: 400;\">Create content explicitly structured into semantic chunks, leveraging semantic triples (clear subject-predicate-object relationships) to boost search retrieval accuracy.<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Example (Ineffective)<\/b><span style=\"font-weight: 400;\">: &#8220;SEO helps businesses get more traffic.&#8221;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>Example (Effective)<\/b><span style=\"font-weight: 400;\">: &#8220;SEO (subject) increases (predicate) organic traffic (object) for businesses.&#8221;<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Develop Co-relevant Experiences &#8211; <\/b><span style=\"font-weight: 400;\">Foster meaningful connections across related web content to improve authority and relevance signals.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Measure and Validate &#8211; <\/b>Use scientific methods such as A\/B testing and reproducible experimentation to measure success and refine tactics based on peer-reviewed, community-driven best practices.<\/li><\/ol>\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-603132a elementor-widget elementor-widget-heading\" data-id=\"603132a\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d976246 elementor-widget elementor-widget-text-editor\" data-id=\"d976246\" 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 style=\"font-weight: 400;\">Search Engine Optimization must evolve into Relevance Engineering, a scientifically rigorous, highly intentional discipline focusing on semantic precision, structured content, and proactive relevance across all search modalities. Traffic volume alone is no longer the goal; qualified engagement through precise, intentionally structured content is the future of search.<\/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-6cc89c4 elementor-widget elementor-widget-heading\" data-id=\"6cc89c4\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6b9ec1 elementor-widget elementor-widget-text-editor\" data-id=\"b6b9ec1\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Overviews<\/b><span style=\"font-weight: 400;\">: Google&#8217;s AI-generated search results provide concise, direct answers without traditional links.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vector Embeddings<\/b><span style=\"font-weight: 400;\">: Mathematical representations of content that measure semantic relationships numerically.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cosine Similarity<\/b><span style=\"font-weight: 400;\">: A measure of semantic similarity between two vectors; the closer the vectors, the higher the relevance.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Semantic Triples<\/b><span style=\"font-weight: 400;\">: Structured expressions clearly stating a subject-predicate-object relationship, aiding search engines&#8217; understanding of content.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Relevance Engineering<\/b><span style=\"font-weight: 400;\">: A new SEO paradigm focusing on engineering mathematically precise content relevance rather than traditional optimization.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Relevance Engineering prioritizes understanding user intent, creating aligned experiences, and leveraging advanced information retrieval techniques. It\u2019s a holistic approach to Organic Search.<\/span><\/p><p><span style=\"font-weight: 400;\">With iPullRank spearheading initiatives like a Relevance Engineering website, the future of SEO depends on building intelligent, audience-first systems rooted in data, performance, and open-source innovation.<\/span><\/p><p><strong>Read more:<\/strong><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/ipullrank.com\/relevance-engineering-introduction\"><span style=\"font-weight: 400;\">An Introduction to Relevance Engineering: The Future of Search<\/span><\/a><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/ipullrank.com\/content-relevance\"><span style=\"font-weight: 400;\">Relevance is Not a Qualitative Measure for Search Engines<\/span><\/a><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/ipullrank.com\/vector-embeddings-is-all-you-need\"><span style=\"font-weight: 400;\">Vector Embeddings is All You Need: SEO Use Cases for Vectorizing the Web with Screaming Frog<\/span><\/a><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f8ab54 e-flex e-con-boxed e-con e-parent\" data-id=\"7f8ab54\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fbb079e e-con-full e-flex e-con e-child\" data-id=\"fbb079e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a693584 e-con-full e-flex e-con e-child\" data-id=\"a693584\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9415039 elementor-widget elementor-widget-heading\" data-id=\"9415039\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Want to implement Relevance Engineering for your business?<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56b8d4c elementor-widget elementor-widget-heading\" data-id=\"56b8d4c\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/ipullrank.com\/services\/relevance-engineering\" target=\"_blank\">Learn about iPullRank's Relevance Engineering Services<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2c3b02 elementor-widget elementor-widget-button\" data-id=\"d2c3b02\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/seoweek.org\/super-early-bird-2026\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"8\" viewBox=\"0 0 25 8\" fill=\"none\"><path id=\"Arrow 1\" d=\"M24.3536 4.20609C24.5488 4.01083 24.5488 3.69425 24.3536 3.49899L21.1716 0.317005C20.9763 0.121743 20.6597 0.121743 20.4645 0.317005C20.2692 0.512267 20.2692 0.82885 20.4645 1.02411L23.2929 3.85254L20.4645 6.68097C20.2692 6.87623 20.2692 7.19281 20.4645 7.38807C20.6597 7.58334 20.9763 7.58334 21.1716 7.38807L24.3536 4.20609ZM0 4.35254H24V3.35254H0V4.35254Z\" fill=\"#6F6F6F\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a834b68 e-flex e-con-boxed e-con e-parent\" data-id=\"a834b68\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca2e1ee elementor-widget elementor-widget-heading\" data-id=\"ca2e1ee\" data-element_type=\"widget\" id=\"krishna\" 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 AI to Z: The Technical Evolution of Search Engines\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7dc18f elementor-widget elementor-widget-image\" data-id=\"e7dc18f\" 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 loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"400\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/2.png\" class=\"attachment-full size-full wp-image-18620\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/2.png 1200w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/2-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/2-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/2-768x256.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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-34ab98a elementor-widget elementor-widget-text-editor\" data-id=\"34ab98a\" 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 style=\"font-weight: 400;\">Principal Product Manager, Microsoft AI, Bing Web Data Platform at Microsoft <\/span><a href=\"https:\/\/www.linkedin.com\/in\/kmadhavan7\/\"><span style=\"font-weight: 400;\">Krishna Madhavan<\/span><\/a><span style=\"font-weight: 400;\"> memed up his technical presentation with generative AI images of his cats. But don\u2019t be fooled, it was a sophisticated topic.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Working on the front lines of Bing, he explained how search is no longer simple. It&#8217;s dynamic.\u00a0 It\u2019s now shaped by AI, quantum computing, and user-centered relevance. AI-driven algorithms now understand user intent, predict needs, and initiate actions, transforming simple queries into personalized conversations.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Websites prioritizing user relevance, authenticity, and trustworthy content will outperform in this new landscape.<\/span><\/p>\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\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98c8d64 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98c8d64\" 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-94ed408\" data-id=\"94ed408\" 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-f28eb1f elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"f28eb1f\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cAll LLMs have a knowledge cutoff date. Fresh data and content is the fuel that powers AI.\u201d \t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Krishna Madhavan<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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<div class=\"elementor-element elementor-element-e4f8847 e-flex e-con-boxed e-con e-parent\" data-id=\"e4f8847\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c659868 elementor-widget elementor-widget-image\" data-id=\"c659868\" 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 loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1440\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_DrKrishnaMadhavan.png\" class=\"attachment-full size-full wp-image-18605\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_DrKrishnaMadhavan.png 1080w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_DrKrishnaMadhavan-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_DrKrishnaMadhavan-768x1024.png 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\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-75808ec elementor-widget elementor-widget-heading\" data-id=\"75808ec\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ae3c2a elementor-widget elementor-widget-text-editor\" data-id=\"3ae3c2a\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Outcomes Over Clicks:<\/b><span style=\"font-weight: 400;\"> Success in search is now measured by real user outcomes (e.g., transactions, subscriptions), not just visits.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Importance of LLMs:<\/b><span style=\"font-weight: 400;\"> LLMs enhance search by accurately interpreting queries and content through smarter indexing, query expansion, natural language processing (NLP), context-aware content, and improved content summaries &#8211; see Bing Chat\u2019s recent improvement in relevance using LLM technology as an example.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Generative AI&#8217;s Growth:<\/b><span style=\"font-weight: 400;\"> Generative AI is rapidly improving search accuracy and personalization, speeding up tasks like summarizing complex data, recognizing trends, and automating routine actions.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Fresh Data Is Crucial:<\/b><span style=\"font-weight: 400;\"> Since LLMs have a fixed knowledge cutoff, continuously updated content is critical. Integrating fresh data through Retrieval Augmented Generation (RAG) ensures AI outputs are timely and relevant.<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><i><span style=\"font-weight: 400;\">Actionable tip:<\/span><\/i><span style=\"font-weight: 400;\"> Use protocols like IndexNow to get your new content immediately indexed by search engines.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Quantum Computing on the Horizon:<\/b><span style=\"font-weight: 400;\"> Although still distant, quantum computing could dramatically enhance search capabilities, enabling simultaneous analysis of billions of possibilities, instantly updating data across multiple locations.<\/span><\/li><\/ul>\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-09dc6eb elementor-widget elementor-widget-image\" data-id=\"09dc6eb\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan-1024x576.png\" class=\"attachment-large size-large wp-image-18597\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_DrKrishnaMadhavan.png 1920w\" 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-dbdb45d elementor-widget elementor-widget-heading\" data-id=\"dbdb45d\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed439b4 elementor-widget elementor-widget-text-editor\" data-id=\"ed439b4\" 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 style=\"font-weight: 400;\">SEO is shifting from optimizing content purely for rankings to creating authentic, meaningful user interactions supported by advanced AI technologies. Ensuring your content remains fresh, relevant, and user-centric is essential for continued visibility and success.<\/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-39d7ca9 elementor-widget elementor-widget-heading\" data-id=\"39d7ca9\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8ba315 elementor-widget elementor-widget-text-editor\" data-id=\"a8ba315\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Large Language Models (LLMs):<\/b><span style=\"font-weight: 400;\"> AI models trained on extensive datasets capable of understanding and generating human-like text.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Natural Language Processing (NLP):<\/b><span style=\"font-weight: 400;\"> Technology enabling computers to interpret and respond to human language naturally.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Retrieval Augmented Generation (RAG):<\/b><span style=\"font-weight: 400;\"> AI method combining live search results with pre-trained knowledge to generate accurate, current responses.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>IndexNow:<\/b><span style=\"font-weight: 400;\"> Protocol allowing real-time notification of new or updated web content directly to search engines for immediate indexing.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Quantum Computing:<\/b><span style=\"font-weight: 400;\"> An Advanced computing method using quantum bits (qubits), enabling rapid parallel processing and enhanced computational power.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">With technologies like Retrieval Augmented Generation, grounding LLM output in facts, IndexNow keeping Microsoft\u2019s indexes more efficiently up to date, and neural networks mimicking the human brain, we\u2019re entering a phase of SEO where content quality and data freshness drive success.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The future of search lies in real-time, multimodal, quantum-powered systems designed for intelligent, human-like engagement.<\/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-a718fab elementor-widget elementor-widget-heading\" data-id=\"a718fab\" data-element_type=\"widget\" id=\"jeff\" 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\">Authoritative Intelligence: Evolving IR, NLP, and Topical Evaluation in the Age of Infinite Content\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f8b2fc elementor-widget elementor-widget-image\" data-id=\"7f8b2fc\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/3-1024x341.png\" class=\"attachment-large size-large wp-image-18619\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/3-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/3-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/3-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/3.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-c51d942 elementor-widget elementor-widget-text-editor\" data-id=\"c51d942\" 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 style=\"font-weight: 400;\">Head of Strategy at Siteimprove &amp; Co-founder of MarketMuse <\/span><a href=\"https:\/\/www.linkedin.com\/in\/jeffcoyle\/\"><span style=\"font-weight: 400;\">Jeff Coyle<\/span><\/a><span style=\"font-weight: 400;\"> framed the changing nature of search engines differently. He called out how keyword-based tactics are too basic.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">We must consider sophisticated information retrieval rooted in natural language processing, vector search, and topic authority. That\u2019s how the algorithms process content &#8211; there\u2019s a shift from keyword-based content strategies to meaningful, authoritative content evaluation driven by advanced search technologies.<\/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-ab43d7f elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"ab43d7f\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cThe person who covers the entire JOURNEY is the real expert.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Jeff Coyle<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-980f568 elementor-widget elementor-widget-image\" data-id=\"980f568\" 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 loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1440\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JeffCoyle.png\" class=\"attachment-full size-full wp-image-18610\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JeffCoyle.png 1080w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JeffCoyle-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JeffCoyle-768x1024.png 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\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-75bad64 elementor-widget elementor-widget-heading\" data-id=\"75bad64\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd4e480 elementor-widget elementor-widget-text-editor\" data-id=\"dd4e480\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Infinite Content Challenge:<\/b><span style=\"font-weight: 400;\"> AI-driven workflows now produce vast amounts of mediocre content, raising the importance of distinguishing authoritative content.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>From Keywords to Context:<\/b><span style=\"font-weight: 400;\"> Traditional keyword matching evolved into more sophisticated retrieval methods, including vector search and hybrid retrieval. For example, semantic vector search maps queries and content into numerical forms, improving relevance even when phrasing differs.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Generative Information Retrieval:<\/b><span style=\"font-weight: 400;\"> Modern search engines don&#8217;t merely return documents but synthesize information using Retrieval-Augmented Generation (RAG) systems. For instance, a query about a Mexican lager could return either a simple factual response or an extensive synthesis depending on the query&#8217;s complexity.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Trust and Bias Management:<\/b><span style=\"font-weight: 400;\"> Ensuring factual grounding, accurate citations, and managing biases (hallucinations and misinformation) through alignment and guardrails is essential.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Editorial Excellence and Point of View:<\/b><span style=\"font-weight: 400;\"> Coyle emphasizes the need for content with a distinct perspective. &#8220;You can\u2019t edit your way to excellence,&#8221; he argued, advocating for proactive developmental editing to ensure clarity, nuance, and authoritative depth.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Impact on SEO and Content Strategy:<\/b><span style=\"font-weight: 400;\"> SEO strategies must now account for query-dependent nuances and user journeys, prioritizing content that provides comprehensive, trustworthy answers rather than just achieving high click rates.<\/span><\/li><\/ul>\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-ddbb6be elementor-widget elementor-widget-image\" data-id=\"ddbb6be\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle-1024x576.png\" class=\"attachment-large size-large wp-image-18594\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JeffCoyle.png 1920w\" 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-1b0dfd2 elementor-widget elementor-widget-heading\" data-id=\"1b0dfd2\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdc6541 elementor-widget elementor-widget-text-editor\" data-id=\"bdc6541\" 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 style=\"font-weight: 400;\">Authoritative content must go beyond mere keyword relevance; it must deeply understand and effectively address complex user queries through trustworthy, nuanced, and differentiated perspectives.<\/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-2288b19 elementor-widget elementor-widget-heading\" data-id=\"2288b19\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9def25 elementor-widget elementor-widget-text-editor\" data-id=\"f9def25\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Vector Search:<\/b><span style=\"font-weight: 400;\"> A search method using numerical representations (vectors) of queries and documents to identify semantic relevance beyond exact keywords.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hybrid Retrieval:<\/b><span style=\"font-weight: 400;\"> Combines keyword-based (lexical) search methods with semantic vector-based methods for improved relevance.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';\">Retrieval-Augmented Generation (RAG):<\/b><span style=\"font-weight: 400;\"> AI systems retrieve relevant documents and then generate synthesized, contextually informed responses.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">The challenge is no longer publishing content at scale, but earning trust through relevance, nuance, and reliability. With AI-driven, agentic workflows enabling massive content creation, site-level evaluations, and journey-based expertise now define quality. <\/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-bbb0195 elementor-widget elementor-widget-heading\" data-id=\"bbb0195\" data-element_type=\"widget\" id=\"rsnake\" 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\">NEGSEO - SEO for the Bad Kids<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-037ed9f elementor-widget elementor-widget-image\" data-id=\"037ed9f\" 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 loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"400\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/4.png\" class=\"attachment-full size-full wp-image-18618\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/4.png 1200w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/4-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/4-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/4-768x256.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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-fd864b0 elementor-widget elementor-widget-text-editor\" data-id=\"fd864b0\" 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><a href=\"https:\/\/rsnake.com\/\"><span style=\"font-weight: 400;\">RSnake<\/span><\/a><span style=\"font-weight: 400;\">, a cybersecurity expert, focused his SEO Week presentation on Negative SEO (nSEO), a strategy of sabotaging competitors rather than improving your own rankings. He argued that Google suffers from confirmation bias, meaning they rarely investigate reports of nSEO attacks because they assume these issues are uncommon or false alarms.<\/span><\/p><p><span style=\"font-weight: 400;\">The goal here isn&#8217;t to outrank competitors by improving your own site, but by deliberately sabotaging others. This &#8220;hierarchy of negative&#8221; approach exploits Google&#8217;s confirmation bias, which often overlooks such tactics. <\/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-6b2e406 elementor-widget elementor-widget-text-editor\" data-id=\"6b2e406\" 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 style=\"font-weight: 400;\">Together, these talks captured the shift from traditional SEO metrics and tactics toward a more integrated, strategic approach\u2014one that blends technical expertise, brand vision, and a deep understanding of evolving digital behaviors.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Across all sessions, one unifying theme emerged: The future of SEO is no longer about keywords; it\u2019s about knowledge. It\u2019s about showing up in the AI conversation, being understood by machines, and meeting users wherever their journey takes them &#8211; be it traditional search, voice, chat, or visual discovery.<\/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-a8fdb68 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"a8fdb68\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\"You can do really cool things, like old school cloaking techniques, to change the content in all kinds of interesting ways that might make the LLMs think things are true that aren\u2019t true, or get them to think different things than what Google\u2019s thinking.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- RSnake<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-d7994c0 elementor-widget elementor-widget-image\" data-id=\"d7994c0\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_Robert-RSnake-Hansen-768x1024.png\" class=\"attachment-large size-large wp-image-18606\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_Robert-RSnake-Hansen-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_Robert-RSnake-Hansen-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_Robert-RSnake-Hansen.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-95e5647 elementor-widget elementor-widget-heading\" data-id=\"95e5647\" 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\">Practical nSEO tactics: Don't try this at home<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b9670f elementor-widget elementor-widget-text-editor\" data-id=\"0b9670f\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Fake DMCA notices:<\/b><span style=\"font-weight: 400;\"> Getting pages removed unjustly.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Spammy Autocomplete Suggestions:<\/b><span style=\"font-weight: 400;\"> Associating competitor brands with negative keywords like &#8220;fraud&#8221; or &#8220;illegal.&#8221;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Blacklist Sign-ups:<\/b><span style=\"font-weight: 400;\"> Submitting competitor sites to RBL (Real-time Blackhole List) spam lists.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Obscene Denial of Service (DoS):<\/b><span style=\"font-weight: 400;\"> Overwhelming competitors with inappropriate communication requests.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Fear, Uncertainty, Doubt (FUD) Articles:<\/b><span style=\"font-weight: 400;\"> Publishing negative press to damage reputations.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Spoofing Emails:<\/b><span style=\"font-weight: 400;\"> Faking communication between a competitor&#8217;s SEO and IT teams to cause internal issues.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mass Negative Reviews:<\/b><span style=\"font-weight: 400;\"> Coordinated review bombing.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Clickjacking:<\/b><span style=\"font-weight: 400;\"> Hijacking user clicks to trigger unwanted actions.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Overloading AI Features:<\/b><span style=\"font-weight: 400;\"> Flooding competitor websites with expensive chatbot or LLM requests.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Parasitic Hosting:<\/b><span style=\"font-weight: 400;\"> Exploiting security weaknesses like open file uploads to compromise sites.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Injection Attacks (SQL and CMD):<\/b><span style=\"font-weight: 400;\"> Gaining unauthorized database or server access.<\/span><\/li><\/ul>\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-5a6f644 elementor-widget elementor-widget-image\" data-id=\"5a6f644\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen-1024x576.png\" class=\"attachment-large size-large wp-image-18589\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_Robert-RSnake-Hansen.png 1920w\" 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-26a73da elementor-widget elementor-widget-heading\" data-id=\"26a73da\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd442ee elementor-widget elementor-widget-text-editor\" data-id=\"cd442ee\" 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 style=\"font-weight: 400;\">Google rarely acknowledges or investigates negative SEO effectively, leaving many sites vulnerable. Companies must proactively monitor and defend their digital presence to mitigate these risks.<\/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-cb1dccc elementor-widget elementor-widget-heading\" data-id=\"cb1dccc\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb3e9c2 elementor-widget elementor-widget-text-editor\" data-id=\"cb3e9c2\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Confirmation Bias:<\/b><span style=\"font-weight: 400;\"> The tendency to interpret new evidence as confirmation of one&#8217;s existing beliefs or theories.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>DMCA:<\/b><span style=\"font-weight: 400;\"> Digital Millennium Copyright Act; legal measure used to remove allegedly infringing content from the web.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>RBL (Real-time Blackhole List):<\/b><span style=\"font-weight: 400;\"> Lists used by email services to identify and block spam sources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>DoS (Denial of Service):<\/b><span style=\"font-weight: 400;\"> Attack aimed at making services unavailable by overwhelming them with traffic or requests.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Clickjacking:<\/b><span style=\"font-weight: 400;\"> Trick users into clicking something different from what they perceive, typically to steal information or direct them elsewhere.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>SQL Injection (SQLI):<\/b><span style=\"font-weight: 400;\"> Exploiting vulnerabilities to manipulate databases.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Command Injection (CMDI):<\/b><span style=\"font-weight: 400;\"> Exploiting vulnerabilities to execute arbitrary commands on a server.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Negative SEO &#8211; instead of worrying about me going up, I just make everybody go down, so I\u2019m the highest. Hierarchy of positive and hierarchy of negative.<\/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-98359bd elementor-widget elementor-widget-heading\" data-id=\"98359bd\" data-element_type=\"widget\" id=\"elias\" 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 Rise of the SEO Data Scientist<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9147dc elementor-widget elementor-widget-image\" data-id=\"c9147dc\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/5-1024x341.png\" class=\"attachment-large size-large wp-image-18617\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/5-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/5-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/5-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/5.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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-94461b4 e-flex e-con-boxed e-con e-parent\" data-id=\"94461b4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ecdb07 elementor-widget elementor-widget-text-editor\" data-id=\"4ecdb07\" 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><a href=\"https:\/\/www.linkedin.com\/in\/eliasdabbas\/\"><span style=\"font-weight: 400;\">Elias Dabbas<\/span><\/a><span style=\"font-weight: 400;\">, author of <\/span><i><span style=\"font-weight: 400;\">Interactive Dashboards &amp; Data Apps with Plotly &amp; Dash<\/span><\/i><span style=\"font-weight: 400;\"> showcased how SEO professionals can level up as data scientists by combining data engineering, automation, and prompt design to analyze and scale SEO efforts using his Python package, <\/span><a href=\"https:\/\/advertools.readthedocs.io\/en\/master\/\"><span style=\"font-weight: 400;\">advertools<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Elias developed advertools to streamline SEO data science tasks by combining automation, analysis, and structured insight generation within a single, customizable toolkit. He emphasizes that true data science goes beyond just learning Python &#8211; it requires understanding core principles, from variable logic to visualization and contextual application. <\/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-7567e3d elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"7567e3d\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cWhen some field is just getting started and you don't really understand it very well [Data Science], it's very easy to confuse the essence of what you're doing with the tools that you use [Python].\"\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Elias Dabbas<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-5a3dbf0 elementor-widget elementor-widget-image\" data-id=\"5a3dbf0\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_EliasDabbas-768x1024.png\" class=\"attachment-large size-large wp-image-18609\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_EliasDabbas-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_EliasDabbas-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_EliasDabbas.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-68fe9b5 elementor-widget elementor-widget-heading\" data-id=\"68fe9b5\" 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\">Key points and advertools capabilities<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b16a4f elementor-widget elementor-widget-text-editor\" data-id=\"0b16a4f\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Principle over Tools<\/b><span style=\"font-weight: 400;\">: Don\u2019t confuse learning Python with learning data science. You need to understand how to define variables, build functions, and visualize data to extract insights, not just automate tasks.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>advertools as a Utility Belt<\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Converts <\/span><span style=\"font-weight: 400;\">robots.txt<\/span><span style=\"font-weight: 400;\"> and XML sitemaps into filterable dataframes.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Analyzes user-agent access, URL patterns, redirects, and blocks.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Provides reproducible outputs, enabling scalable audits over time.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Example: Crawl a domain and extract structured metadata (e.g. OpenGraph, JSON-LD) and all headers in one .jsonl file.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>URL Analysis with Python<\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">adv.url_to_df()<\/span><span style=\"font-weight: 400;\"> transforms a batch of URLs into a dataframe.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Enables splitting, segmenting, and counting patterns in URL paths at scale.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Prompt Engineering at Scale<\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Treats prompts like code: use templates with dynamic variables (e.g. <\/span><span style=\"font-weight: 400;\">{product_model}<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">{price}<\/span><span style=\"font-weight: 400;\">).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Implements <\/span><i><span style=\"font-weight: 400;\">bulk prompting<\/span><\/i><span style=\"font-weight: 400;\"> using for-loops across datasets.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Example: Evaluate hundreds of articles against Google\u2019s Helpful Content guidelines using a standard prompt template, then aggregate scores by article or question.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>SEO Crawling Reinvented<\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Uses spider or list mode to crawl domains.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Captures structured data, links, images, headers, and redirects in a structured, auditable format.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Offers tools for large-scale crawl comparison and content inventory analysis.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Reproducibility is Key<\/b><span style=\"font-weight: 400;\">:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Every workflow (crawl, URL analysis, prompt batch) can be repeated with consistency, enabling collaboration and longitudinal analysis.<\/span><\/li><\/ul><\/li><\/ul>\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-236b3e5 elementor-widget elementor-widget-image\" data-id=\"236b3e5\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas-1024x576.png\" class=\"attachment-large size-large wp-image-18596\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_EliasDabbas.png 1920w\" 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-fa323b6 elementor-widget elementor-widget-heading\" data-id=\"fa323b6\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f123a7 elementor-widget elementor-widget-text-editor\" data-id=\"5f123a7\" 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 style=\"font-weight: 400;\">To scale modern SEO, you need to think like a data scientist: treat your content and technical elements as structured data, automate workflows, and audit using programmable frameworks\u2014not intuition or guesswork.<\/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-8d7a5b7 elementor-widget elementor-widget-heading\" data-id=\"8d7a5b7\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cf50c8 elementor-widget elementor-widget-text-editor\" data-id=\"9cf50c8\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>DataFrame<\/b><span style=\"font-weight: 400;\">: A table-like data structure used in Python (via pandas) to organize and manipulate data.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>robots.txt<\/b><span style=\"font-weight: 400;\">: A file on websites that tells search engines which pages they\u2019re allowed to crawl.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Prompt Template<\/b><span style=\"font-weight: 400;\">: A reusable LLM input format with placeholders that can be filled in with dynamic values.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bulk Prompting<\/b><span style=\"font-weight: 400;\">: Running a prompt template across multiple data rows, often using loops.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>.jsonl (JSON Lines)<\/b><span style=\"font-weight: 400;\">: A file format where each line is a separate JSON object\u2014ideal for storing crawl data.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Structured Data<\/b><span style=\"font-weight: 400;\">: Metadata that helps search engines understand page content (e.g. schema.org, OpenGraph).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Jupyter Notebook<\/b><span style=\"font-weight: 400;\">: An interactive Python environment used to write and run code, visualize data, and document workflows.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">By offering both granular control and scalable workflows, advertools showcases the craftsmanship of engineering through a modular system that integrates structured data, generative AI, and methodical content evaluation\u2014all in a transparent and auditable environment.<\/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-f5dd215 elementor-widget elementor-widget-heading\" data-id=\"f5dd215\" data-element_type=\"widget\" id=\"jori\" 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\">Hybrid Engine Optimization: A Crawler Driven Approach to Maximizing Search &amp; AI Visibility<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be1697a elementor-widget elementor-widget-image\" data-id=\"be1697a\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/6-1024x341.png\" class=\"attachment-large size-large wp-image-18616\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/6-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/6-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/6-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/6.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-2c03fea elementor-widget elementor-widget-text-editor\" data-id=\"2c03fea\" 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 style=\"font-weight: 400;\">Hybrid Engine Optimization is the new mandate &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/chicagoseopro\/\"><span style=\"font-weight: 400;\">Jori Ford<\/span><\/a><span style=\"font-weight: 400;\">, Chief Marketing &amp; Product Officer at FoodBoss, dubbed the &#8220;Crawler Queen,\u201d laid out how to audit crawl behavior, track AI agents, and structure content that gets surfaced by LLMs.<\/span><\/p><p><span style=\"font-weight: 400;\">We used to think of the journey as very linear through a funnel. It\u2019s changing &#8211; the journey is cyclical, never-ending. Search visibility now depends on being found by both traditional search engines and AI platforms. <\/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-c68394b elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"c68394b\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cIt\u2019s about presence in the AI summary. If you\u2019re not part of the journey, if you\u2019re not part of the conversation, you\u2019re not there.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Jori Ford<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-288488f elementor-widget elementor-widget-image\" data-id=\"288488f\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JoriFord-768x1024.png\" class=\"attachment-large size-large wp-image-18611\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JoriFord-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JoriFord-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JoriFord.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-b293c94 elementor-widget elementor-widget-heading\" data-id=\"b293c94\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9406036 elementor-widget elementor-widget-text-editor\" data-id=\"9406036\" 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 class=\"ul1\"><li class=\"li1\"><b>Presence, Not Just Position: <\/b>Ranking isn&#8217;t enough. With AI-generated answers replacing blue links, your content must be included in summaries from platforms like ChatGPT, Perplexity, and Google&#8217;s AI Overviews.\u00a0<\/li><li class=\"li1\"><b>Crawl Logs Are Your Source of Truth: <\/b>Bot traffic shows what matters to machines, not just users. Parsing access logs can reveal:<ul class=\"ul1\"><li class=\"li1\">Which AI bots (like GPTBot, PerplexityBot) are crawling you<\/li><li class=\"li1\">Which pages they prioritize<\/li><li class=\"li1\">Where bots show up but clicks don\u2019t follow<\/li><\/ul><\/li><li class=\"li1\"><b>Actionable tip: <\/b>Request raw access logs from your dev team. Look for User-Agent strings to isolate AI bots, then prioritize high-crawl, low-click pages for optimization.<\/li><li class=\"li1\"><b>Track AI Bots Using GTM and GA4: <\/b>\u00a0You can track AI crawlers like human visitors. Use Google Tag Manager to detect bot user agents and log them in GA4 as events. This helps identify overlooked content or missed opportunities.\u00a0<ul class=\"ul1\"><li class=\"li1\"><i>Example: <\/i>If PerplexityBot hits your product comparison page frequently, but the page gets little organic traffic, revise it with clearer summaries or FAQs.<\/li><\/ul><\/li><li class=\"li1\"><b>Train the AI on Your Business: <\/b>LLMs index based on what\u2019s clear, structured, and learnable. You need to make your content extractable.<\/li><li class=\"li1\"><b>How to do it:<\/b><b><\/b><ul class=\"ul1\"><li class=\"li1\">Place product definitions and brand messaging high on the page<\/li><li class=\"li1\">Add FAQ sections and glossary-style content<\/li><li class=\"li1\">Use internal links with brand terms<\/li><li class=\"li1\">Submit to Perplexity\u2019s Pro knowledge base<\/li><li class=\"li1\">Ensure sitemap and robots.txt allow crawl access to key content<\/li><\/ul><\/li><li class=\"li1\"><b>Build \u201cAnswer Assets\u201d: <\/b>\u00a0LLMs don\u2019t index full pages. They extract fragments. Content should be built for retrieval.<\/li><li class=\"li1\"><b>Structure for AI: <\/b>Lead with the answer.\u00a0<ul class=\"ul1\"><li class=\"li1\">Support with examples or data\u00a0<\/li><li class=\"li1\">Use bullet points, headers, and anchors\u00a0<\/li><li class=\"li1\">Optimize meta and OpenGraph for clarity<\/li><\/ul><\/li><\/ul>\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-540658b elementor-widget elementor-widget-image\" data-id=\"540658b\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord-1024x576.png\" class=\"attachment-large size-large wp-image-18593\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JoriFord.png 1920w\" 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-96fad91 elementor-widget elementor-widget-heading\" data-id=\"96fad91\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f245665 elementor-widget elementor-widget-text-editor\" data-id=\"f245665\" 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 style=\"font-weight: 400;\">If your content isn&#8217;t structured for AI bots and summarized in ways they can retrieve, you&#8217;re invisible where decisions happen. Hybrid optimization means serving both humans and machines with equal precision.<\/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-c2f62ae elementor-widget elementor-widget-heading\" data-id=\"c2f62ae\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd597cc elementor-widget elementor-widget-text-editor\" data-id=\"bd597cc\" 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 class=\"ul1\">\n \t<li class=\"li1\"><b>Access logs<\/b>: A log file that records all events related to client applications and user access to a resource on a computer.<\/li>\n \t<li class=\"li1\"><b>User-Agent string:<\/b> A characteristic string included in the HTTP request header that helps servers and network peers identify the application, operating system, vendor, and\/or version of the requesting user agent.<\/li>\n \t<li class=\"li1\"><b>Google Tag Manager (GTM):<\/b> A tag management system that allows you to set up and manage tags on your site without changing your website&#8217;s code.<\/li>\n \t<li class=\"li1\"><b>Google Analytics 4 (GA4): <\/b>The newest version of Google&#8217;s web analytics service, designed to track user behavior and interactions across both websites and app.<\/li>\n \t<li class=\"li1\"><b>OpenGraph: <\/b>An HTML markup used by social networks to display shared content.<\/span><\/li>\n<\/ul>\n<span style=\"font-weight: 400;\">The search journey is no longer linear but cyclical, with queries framed as questions and success measured by presence, not just rankings. SEOs must think like marketers, ensuring their brand is part of AI-driven conversations and summaries. <\/span>\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-87c1ada elementor-widget elementor-widget-heading\" data-id=\"87c1ada\" data-element_type=\"widget\" id=\"annie\" 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 Hype, the Hubris, and the Hard Lessons of AI Development\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52d8c7f elementor-widget elementor-widget-image\" data-id=\"52d8c7f\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/7-1024x341.png\" class=\"attachment-large size-large wp-image-18615\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/7-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/7-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/7-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/7.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-2bf10a7 elementor-widget elementor-widget-text-editor\" data-id=\"2bf10a7\" 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 style=\"font-weight: 400;\">Founder &amp; Senior AI Strategist at Annielytics <\/span><a href=\"https:\/\/www.annielytics.com\/\"><span style=\"font-weight: 400;\">Annie Cushing<\/span><\/a><span style=\"font-weight: 400;\"> delivered a sharp critique of today\u2019s AI ecosystem, calling out its overhyped narratives, the blind adoption of expensive foundation models, and a widespread lack of transparency in model evaluation.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Drawing from her hands-on experience building apps to help organizations choose the right AI tools, she exposed how misleading benchmarks, self-reported results, and misuse of generative AI can cost companies millions &#8211; and yield poor results.<\/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-0e1d220 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"0e1d220\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cImagine if we let students self-report SAT results instead of having a standardized process.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Annie Cushing<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-d9e7398 elementor-widget elementor-widget-image\" data-id=\"d9e7398\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_AnnieCushing-768x1024.png\" class=\"attachment-large size-large wp-image-18603\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_AnnieCushing-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_AnnieCushing-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_AnnieCushing.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-014d5a6 elementor-widget elementor-widget-heading\" data-id=\"014d5a6\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b059038 elementor-widget elementor-widget-text-editor\" data-id=\"b059038\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Has Transformative Potential\u2014but Strategy Is Lacking: <\/b><span style=\"font-weight: 400;\">Cushing looked at real-world use cases of AI in cancer detection, marine wildlife protection, and indigenous language preservation\u2026but she stressed that many organizations adopt AI tools without a clear strategy or understanding of which models are suited for which tasks.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Most AI Leaderboards Are Unreliable and Misleading: <\/b><span style=\"font-weight: 400;\">AI model performance dashboards (called <\/span><i><span style=\"font-weight: 400;\">leaderboards<\/span><\/i><span style=\"font-weight: 400;\">) often rely on vague filters, ambiguous scoring dimensions, or self-reported data from the model creators themselves. This lack of transparency leads to poor decision-making and inflated expectations.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Strategy App: <\/b><span style=\"font-weight: 400;\">Annie built a free <\/span><a href=\"http:\/\/bit.ly\/ai-strategy-app\"><span style=\"font-weight: 400;\">app<\/span><\/a><span style=\"font-weight: 400;\"> to simplify leaderboard analysis by letting users select tasks and benchmarks, then visualize results in a graph with clear tooltips and filters.\u00a0\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Foundation Models Are Often Overused and Overpriced: <\/b><span style=\"font-weight: 400;\">Many companies over-invest in expensive, general-purpose models like GPT-4 when simpler, more accurate, and cheaper models (or traditional statistical tools) would suffice.\u00a0<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">For example, she helped a dermatologist develop a classification model using a convolutional neural network (CNN) instead of a hallucination-prone foundation model.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">This resulted in better accuracy and lower cost.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>There Are Often Better Non-AI Alternatives: <\/b><span style=\"font-weight: 400;\">Use cases like tracking state education standards or analyzing customer churn are often better handled by traditional APIs or statistical models. Generative AI should not be a default solution for every task.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>The Industry Lacks Accountability for AI Performance Claims: <\/b><span style=\"font-weight: 400;\">Many AI companies, including major players like OpenAI and xAI, make unverified performance claims based on internal or public validation sets, bypassing rigorous, standardized evaluations.<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">In one example, xAI claimed Grok 3 scored 93.3% on a math test a week after its answers were published.<\/span><\/li><\/ul><\/li><\/ul>\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-06c54ed elementor-widget elementor-widget-image\" data-id=\"06c54ed\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing-1024x576.png\" class=\"attachment-large size-large wp-image-18598\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_AnnieCushing.png 1920w\" 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-84b58de elementor-widget elementor-widget-heading\" data-id=\"84b58de\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c295af elementor-widget elementor-widget-text-editor\" data-id=\"1c295af\" 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 style=\"font-weight: 400;\">Most AI tools are not as reliable, cost-effective, or generalizable as vendors claim. Businesses must stop treating AI as a magic bullet and start treating model selection as a strategic, evidence-driven process.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Building internal tools that surface true performance data, like Annie&#8217;s benchmarking app, can reduce risk and cost dramatically.<\/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-147a8a6 elementor-widget elementor-widget-heading\" data-id=\"147a8a6\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e68f0b elementor-widget elementor-widget-text-editor\" data-id=\"7e68f0b\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Foundation Model<\/b><span style=\"font-weight: 400;\">: A large-scale AI model trained on broad data and used for a wide range of tasks (e.g., GPT-4).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Leaderboard<\/b><span style=\"font-weight: 400;\">: A public benchmark that ranks AI models based on standardized evaluation tasks.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Model Contamination<\/b><span style=\"font-weight: 400;\">: When a model has seen the test data during training or validation, skewing results.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>CNN (Convolutional Neural Network)<\/b><span style=\"font-weight: 400;\">: A type of deep learning model effective for image classification tasks.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Validation Set<\/b><span style=\"font-weight: 400;\">: A portion of data used to tune AI models\u2014often public and prone to misuse in self-reporting.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hallucination<\/b><span style=\"font-weight: 400;\">: When an AI model generates incorrect or fabricated information.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Annie cautions against overhyping unverified AI achievements, pointing to examples of dubious testing claims, and reminds us that we are still far from true AGI.<\/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-7cb2e72 elementor-widget elementor-widget-heading\" data-id=\"7cb2e72\" data-element_type=\"widget\" id=\"jr\" 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\">Benchmarking Brand Discoverability: LLMs vs. Traditional Search<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26767ab elementor-widget elementor-widget-image\" data-id=\"26767ab\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/8-1024x341.png\" class=\"attachment-large size-large wp-image-18614\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/8-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/8-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/8-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/8.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-3b384ab elementor-widget elementor-widget-text-editor\" data-id=\"3b384ab\" 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 style=\"font-weight: 400;\">VP of Strategy at LOCOMOTIVE <\/span><a href=\"https:\/\/www.linkedin.com\/in\/jr-oakes-3660546\/\"><span style=\"font-weight: 400;\">JR Oakes\u2019<\/span><\/a><span style=\"font-weight: 400;\"> SEO Week talk presented a practical benchmarking experiment comparing how well traditional search and LLMs surface B2B SaaS brands in response to commercial queries.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Using a structured dataset from G2.com, Ahrefs, and a modifier library of 63 B2B SaaS qualifiers (e.g. &#8220;affordable&#8221;, &#8220;enterprise&#8221;), his team analyzed how different platforms &#8211; Google Search, Google AI Overviews, OpenAI, and Claude &#8211; recall and rank brands.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The core question: where are customers actually discovering brands now, and how does that vary by model?<\/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-4312f2f elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"4312f2f\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cAgents don\u2019t care about your affiliate commission.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- JR Oakes<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-d443fd6 elementor-widget elementor-widget-image\" data-id=\"d443fd6\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JROakes-768x1024.png\" class=\"attachment-large size-large wp-image-18604\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JROakes-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JROakes-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JROakes.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-62a72ef elementor-widget elementor-widget-heading\" data-id=\"62a72ef\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4655c1 elementor-widget elementor-widget-text-editor\" data-id=\"a4655c1\" 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>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Modifier-Based Discoverability<\/b><span style=\"font-weight: 400;\">: By pairing industry terms with specific search modifiers (e.g. \u201cbest CRM for startups\u201d), they revealed how modifiers influence which brands appear. Google Organic returned the most unique brands per query, but LLMs like Claude and GPT-3.5 increasingly surface smaller and niche players.<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Model Behavior is Not Uniform<\/b><span style=\"font-weight: 400;\">: Each LLM had distinct recall tendencies. OpenAI and Anthropic differed significantly from Google AI Overviews. This inconsistency across models presents a clear opportunity to tailor content for each platform individually.<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Authority Still Matters<\/b><span style=\"font-weight: 400;\">: Brands with strong SEO fundamentals (e.g. high domain authority, strong content) also performed better in LLM outputs. Traditional SEO signals remain highly correlated with brand visibility across models.<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Geographic Biases Exist<\/b><span style=\"font-weight: 400;\">: LLMs are still largely US-centric, with a notable overrepresentation of California-based companies. Google performs better in surfacing newer or international brands due to fresher indexing and broader data coverage.<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Social Media \u2260 Visibility Driver<\/b><span style=\"font-weight: 400;\">: Unlike Google, LLMs didn\u2019t show meaningful preference for companies with large social media footprints, indicating a shift away from social signals in generative search visibility.<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><b>LLM Lag on Freshness<\/b><span style=\"font-weight: 400;\">: Language models lag behind traditional search when it comes to surfacing newly launched companies or responding to fresh trends (known as QDF\u2014Query Deserves Freshness).<\/span><\/li>\n<\/ul>\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-c4668d7 elementor-widget elementor-widget-image\" data-id=\"c4668d7\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes-1024x576.png\" class=\"attachment-large size-large wp-image-18592\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JROakes.png 1920w\" 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-ce7b345 elementor-widget elementor-widget-heading\" data-id=\"ce7b345\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdd673a elementor-widget elementor-widget-text-editor\" data-id=\"bdd673a\" 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 style=\"font-weight: 400;\">Success in LLM-driven discovery is not accidental. Brands need to apply SEO principles while adapting to platform-specific quirks. With modifier-rich queries becoming the norm, there\u2019s strategic value in benchmarking brand presence across traditional and AI-powered search environments to uncover where your discoverability gaps lie.<\/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-0279fe1 elementor-widget elementor-widget-heading\" data-id=\"0279fe1\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-459a19f elementor-widget elementor-widget-text-editor\" data-id=\"459a19f\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Modifier<\/b><span style=\"font-weight: 400;\">: A descriptive keyword added to a core term to refine intent (e.g. &#8220;cheap&#8221;, &#8220;secure&#8221;, &#8220;AI-powered&#8221;).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>QDF (Query Deserves Freshness)<\/b><span style=\"font-weight: 400;\">: A search concept where newer content is prioritized when recent information is more relevant.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Domain Authority<\/b><span style=\"font-weight: 400;\">: A metric indicating how likely a website is to rank in search engines based on backlink profile and trustworthiness.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">As AI SEO grows, traditional SEO practices only partially transfer, and brands must adapt. The more authority you have in search engines, the more presence you have online, the more brand authority you have overall.\u00a0<\/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-63b0f14 elementor-widget elementor-widget-heading\" data-id=\"63b0f14\" data-element_type=\"widget\" id=\"manick\" 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\">Frontier SEO Research and Data Science<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1c5663 elementor-widget elementor-widget-image\" data-id=\"f1c5663\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/9-1024x341.png\" class=\"attachment-large size-large wp-image-18613\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/9-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/9-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/9-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/9.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-51f7d2c elementor-widget elementor-widget-text-editor\" data-id=\"51f7d2c\" 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><a href=\"https:\/\/manickbhan.com\/who-is-manick-bhan\/\"><span style=\"font-weight: 400;\">Manick Bhan<\/span><\/a><span style=\"font-weight: 400;\">, founder at Search Atlas, LinkGraph, and SEOTheory, emphasized the need for a scientific, collaborative approach to SEO, focusing heavily on data-driven techniques to decode Google&#8217;s algorithm and quantify website relevance.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">He introduced practical tools and methodologies to measure and improve topical relevance and provided insights from correlation studies.<\/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-2cc6cc4 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"2cc6cc4\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cWe have to collaborate, we have to work together, we have to share our research and knowledge to advance the industry forward.\u201d\n\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Manick Bhan<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-c544bbf elementor-widget elementor-widget-image\" data-id=\"c544bbf\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_ManickBhan-768x1024.png\" class=\"attachment-large size-large wp-image-18607\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_ManickBhan-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_ManickBhan-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_ManickBhan.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-623036d elementor-widget elementor-widget-heading\" data-id=\"623036d\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-425db40 elementor-widget elementor-widget-text-editor\" data-id=\"425db40\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Collaborative Competition:<\/b><span style=\"font-weight: 400;\"> Instead of competing for individual keywords, SEO professionals should collaborate against Google&#8217;s subjective and rapidly updating algorithm, enhancing shared industry knowledge.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Semantic Distance Analysis:<\/b><span style=\"font-weight: 400;\"> Manick presented methods to visualize and quantify website content relevance through embeddings, enabling the identification and removal of irrelevant content.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Topical Relevance Benchmarking:<\/b><span style=\"font-weight: 400;\"> Using comparative coverage and correlation studies, Manick\u2019s team determined that while domain strength remains highly influential, topical relevance significantly correlates with rankings, especially when dominating a specific niche.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Local SEO Findings:<\/b><span style=\"font-weight: 400;\"> Proximity, keyword-rich reviews, and business categories strongly influence local SEO rankings. Features like customer Q&amp;A sections also notably affect local visibility.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Crawl Behavior Insights:<\/b><span style=\"font-weight: 400;\"> Site characteristics like daily crawl frequency, response time, and page size directly correlate with traffic and search visibility, highlighting the importance of technical site health.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Content Semantics and Scholar Scores:<\/b><span style=\"font-weight: 400;\"> Higher-quality, well-aligned content that scores well semantically tends to rank better, underscoring the continuing importance of deep, user-focused content.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Authority Metrics and Intent Types:<\/b><span style=\"font-weight: 400;\"> Correlations between authority signals and rankings remain consistent across different user intents, except navigational queries, highlighting nuances in SEO strategy.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>LLM Integration:<\/b><span style=\"font-weight: 400;\"> Manick discussed the importance of optimizing content visibility within LLMs, suggesting methods like inclusion in datasets like Common Crawl to boost exposure in AI-generated responses.<\/span><\/li><\/ul>\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-b011fc0 elementor-widget elementor-widget-image\" data-id=\"b011fc0\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan-1024x576.png\" class=\"attachment-large size-large wp-image-18591\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_ManickBhan.png 1920w\" 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-ff8154f elementor-widget elementor-widget-heading\" data-id=\"ff8154f\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-452a9a8 elementor-widget elementor-widget-text-editor\" data-id=\"452a9a8\" 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 style=\"font-weight: 400;\">SEO professionals should prioritize deep, topic-specific content and technical site quality, collaborate more openly with industry peers, and strategically position their content to appear prominently in both traditional search results and emerging AI-driven platforms.<\/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-7d7f125 elementor-widget elementor-widget-heading\" data-id=\"7d7f125\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a92c0af elementor-widget elementor-widget-text-editor\" data-id=\"a92c0af\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Semantic Distance:<\/b><span style=\"font-weight: 400;\"> Measuring how conceptually similar or different content is by mapping words or content into mathematical space.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Embeddings:<\/b><span style=\"font-weight: 400;\"> Representing words or content numerically, allowing comparison of their relationships or meanings.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Topical Relevance:<\/b><span style=\"font-weight: 400;\"> The depth and accuracy of website content coverage about a specific topic.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Scholar Score:<\/b><span style=\"font-weight: 400;\"> A metric assessing content quality, often tied to semantic richness and authority.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Common Crawl:<\/b><span style=\"font-weight: 400;\"> A large dataset containing snapshots of billions of web pages, widely used to train AI models like ChatGPT.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">The field is shifting from a competitive to a collaborative mindset, and tools like Manick\u2019s free GitHub project, Patent Brain, aim to visualize and quantify topical relevance.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Ultimately, advancing in SEO now means understanding search science, embracing automation, and crafting content that aligns tightly with both user intent and algorithmic logic.<\/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-63c96f8 elementor-widget elementor-widget-heading\" data-id=\"63c96f8\" data-element_type=\"widget\" id=\"james\" 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\">Introducing: AX (Agent Experience)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41f5d27 elementor-widget elementor-widget-image\" data-id=\"41f5d27\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/10-1024x341.png\" class=\"attachment-large size-large wp-image-18612\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/10-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/10-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/10-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/10.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-250cb69 elementor-widget elementor-widget-text-editor\" data-id=\"250cb69\" 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 style=\"font-weight: 400;\">Profound Co-founder <a href=\"https:\/\/www.linkedin.com\/in\/jsca\/\">James Cadwallader<\/a> introduced the concept of Agent Experience (AX), highlighting a shift towards an agent-driven internet, where AI agents interact with websites on behalf of users, rather than users directly visiting sites.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This marks a departure from traditional user experiences to a new model where AI agents interpret and present information autonomously &#8211; it\u2019s the end of the traditional two-sided internet, where users manually browsed websites. We\u2019re headed into a future where agents retrieve, interpret, and summarize information on behalf of users, often without them ever clicking through.<\/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-13b4757 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"13b4757\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cWe\u2019re at the inflection point where humans no longer need to visit websites.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- James Cadwallader<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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-7faf08c elementor-widget elementor-widget-image\" data-id=\"7faf08c\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JamesCadwallader-768x1024.png\" class=\"attachment-large size-large wp-image-18608\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JamesCadwallader-768x1024.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JamesCadwallader-225x300.png 225w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_CobaltFrame_JamesCadwallader.png 1080w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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-73804c9 elementor-widget elementor-widget-heading\" data-id=\"73804c9\" 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\">Key points<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b02e67 elementor-widget elementor-widget-text-editor\" data-id=\"9b02e67\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>Agent-Driven Internet<\/b><span style=\"font-weight: 400;\">: AI agents will become the primary consumers of online content, shifting the focus from direct user interactions to agent-mediated experiences.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>AX vs UX<\/b><span style=\"font-weight: 400;\">: AX involves designing digital environments specifically for AI agents, ensuring content is easily understood, actionable, and aligned with AI behavior.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Commerce Evolution<\/b><span style=\"font-weight: 400;\">: Agents will autonomously make shopping decisions, potentially earning affiliate fees. An Adobe study found 92% of users felt AI improved their shopping, and 87% trusted AI for complex purchases.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Personalization<\/b><span style=\"font-weight: 400;\">: Brands must prioritize understanding how agents personalize interactions, leveraging AI memory features such as OpenAI&#8217;s dynamically updating &#8220;Dreams,&#8221; which enhance interaction personalization over time.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Advertising Shift<\/b><span style=\"font-weight: 400;\">: Advertising may evolve to directly target AI agents rather than consumers, potentially embedding ads in AI-generated responses.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Optimizing for AI<\/b><span style=\"font-weight: 400;\">: AI agents prioritize structured data, semantic URLs, and metadata. Traffic, backlinks, or JavaScript interactions are less relevant to agents than clear, structured content.<\/span><\/li><\/ul>\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-9d49a69 elementor-widget elementor-widget-image\" data-id=\"9d49a69\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader-1024x576.png\" class=\"attachment-large size-large wp-image-18595\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_Slide_JamesCadwallader.png 1920w\" 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-8d7c19d elementor-widget elementor-widget-heading\" data-id=\"8d7c19d\" 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\">Important Takeaway<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1b4be2 elementor-widget elementor-widget-text-editor\" data-id=\"b1b4be2\" 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 style=\"font-weight: 400;\">As AI agents become central to online interaction, marketers and SEO professionals must pivot to AX strategies, focusing on AI agent behaviors to maintain brand visibility and relevance.<\/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-ca329d2 elementor-widget elementor-widget-heading\" data-id=\"ca329d2\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mini Glossary<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4ec997 elementor-widget elementor-widget-text-editor\" data-id=\"a4ec997\" 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 style=\"font-weight: 400;\" aria-level=\"1\"><b>AX (Agent Experience)<\/b><span style=\"font-weight: 400;\">: Design approach focused on optimizing digital environments specifically for AI agent interactions.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Semantic URLs<\/b><span style=\"font-weight: 400;\">: URLs structured clearly with meaningful descriptions, enhancing AI agent confidence in content relevance.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>OpenAI Dreams<\/b><span style=\"font-weight: 400;\">: Dynamic, memory-based contexts within AI that evolve based on past interactions, improving personalization.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>LLMS.txt<\/b><span style=\"font-weight: 400;\">: Hypothetical structured data format optimized for AI agent consumption.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">As platforms like ChatGPT evolve into answer engines that might even host ads, visibility will depend on how well a brand\u2019s content is aligned with agent behavior.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This paradigm shift redefines SEO, transforming it from a traffic-driven function into a discipline centered on data precision, agent targeting, and\u00a0<\/span><span style=\"font-weight: 400;\"><span style=\"box-sizing: border-box; margin: 0px; padding: 0px;\">machine-first<\/span>\u00a0strategy, presenting a once-in-a-century opportunity to shape the future of digital engagement.<\/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-66e9dc8 elementor-widget elementor-widget-heading\" data-id=\"66e9dc8\" 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\">Welcome Soiree Sponsored by Lastmile Retail<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a74b0d elementor-widget elementor-widget-text-editor\" data-id=\"1a74b0d\" 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 style=\"font-weight: 400;\">After a full day of brain-tingling presentations, Day 1 of SEO Week wrapped up with the perfect vibe-reset: the Opening Soir\u00e9e.\u00a0<\/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-80eac12 elementor-widget elementor-widget-image\" data-id=\"80eac12\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"266\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_WelcomeSoiree_CobaltFrame-1024x341.png\" class=\"attachment-large size-large wp-image-18601\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_WelcomeSoiree_CobaltFrame-1024x341.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_WelcomeSoiree_CobaltFrame-300x100.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_WelcomeSoiree_CobaltFrame-768x256.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/SEOWk25_Roundup_WelcomeSoiree_CobaltFrame.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-16f292a elementor-widget elementor-widget-text-editor\" data-id=\"16f292a\" 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 style=\"font-weight: 400;\">Held right in the chic, modern lobby of LAVAN, the event space transformed into a buzzing social scene complete with a bar, passed hors d\u2019oeuvres, and a charcuterie-style buffet that had everyone hovering with plates in hand.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">It was the perfect blend of smart and social &#8211; attendees, speakers, and the (pretty excited!) iPullRank crew mixed and mingled, trading takeaways from the sessions, sharing laughs, and making new connections. Whether you were deep in a convo about vector embeddings or just vibing over a glass of wine, it was the ideal way to cap off a powerful first day.<\/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-14ac35e elementor-widget elementor-widget-heading\" data-id=\"14ac35e\" 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\">Stay Tuned - Next Week We\u2019ll Review Day 2: The Psychology of SEO <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d02e836 elementor-widget elementor-widget-text-editor\" data-id=\"d02e836\" 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 style=\"font-weight: 400;\">And that was a wrap on Day 1 of SEO Week: The Science. What a ride &#8211; we laughed, we learned, we got our minds blown by vector math, and we crushed tiny fancy snacks like pros. From game-changing insights on the future of search to nerdery over cocktails, it was the kind of day that reminds you why SEO is anything but boring.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Huge shoutout to everyone who came through, shared ideas, asked questions, and made the Opening Soir\u00e9e a vibe. This was just the beginning &#8211; stay tuned for next week\u2019s post on Day 2: The Psychology. We\u2019re keeping the momentum (and the vibe) going!<\/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-b318e36 elementor-widget elementor-widget-heading\" data-id=\"b318e36\" 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\">Download all of the decks from our SEO Week day one speakers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c429f2f elementor-widget elementor-widget-html\" data-id=\"c429f2f\" 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    portalId: \"738796\",\n    formId: \"cc6178b5-1d43-44f9-a834-acc8301db732\",\n    region: \"na1\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>I didn\u2019t know what was in store, but was ready to document everything. It was the first SEO Week. The iPullRank team was prepared. The event space was designed like no other SEO conference. To say the first day was technical would be an understatement. To the geeks! We launched the week with The Science [&hellip;]<\/p>\n","protected":false},"author":73,"featured_media":18622,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[192,1,26],"tags":[],"diagnosis-deliverable":[],"class_list":["post-18588","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agency","category-uncategorized","category-seo"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>SEO Week in Review: Day 1 - The Science<\/title>\n<meta name=\"description\" content=\"Day one of SEO Week explored the science behind search, featuring talks on data-driven research, algorithm testing, and the technical breakthroughs reshaping how SEO works.\" \/>\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\/seo-week-day-one-science\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SEO Week in Review: Day 1 - The Science\" \/>\n<meta property=\"og:description\" content=\"Day one of SEO Week explored the science behind search, featuring talks on data-driven research, algorithm testing, and the technical breakthroughs reshaping how SEO works.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ipullrank.com\/seo-week-day-one-science\" \/>\n<meta property=\"og:site_name\" content=\"iPullRank\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-16T13:57:52+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-23T13:20:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/05\/Frame-1597879939.png\" \/>\n\t<meta property=\"og:image:width\" content=\"699\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Heather Ferris\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ipullrankagency\" \/>\n<meta name=\"twitter:site\" content=\"@ipullrankagency\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Heather Ferris\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"30 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/ipullrank.com\/seo-week-day-one-science#article\",\"isPartOf\":{\"@id\":\"https:\/\/ipullrank.com\/seo-week-day-one-science\"},\"author\":{\"name\":\"Heather Ferris\",\"@id\":\"https:\/\/ipullrank.com\/#\/schema\/person\/5e051959dea89fdec81118acaa7363a9\"},\"headline\":\"SEO Week in Review: Day 1 &#8211; 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