
{"id":17165,"date":"2024-02-06T09:28:03","date_gmt":"2024-02-06T14:28:03","guid":{"rendered":"https:\/\/ipullrank.com\/?p=17165"},"modified":"2025-08-01T09:30:34","modified_gmt":"2025-08-01T13:30:34","slug":"optimize-content-for-sge","status":"publish","type":"post","link":"https:\/\/ipullrank.com\/optimize-content-for-sge","title":{"rendered":"How To Optimize for AI Overviews"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17165\" class=\"elementor elementor-17165\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e41110f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e41110f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a1f515\" data-id=\"0a1f515\" 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-252cf0a elementor-widget elementor-widget-text-editor\" data-id=\"252cf0a\" 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 class=\"p1\">With AI technology threatening the time-space continuum of organic search, SEOs are on the verge of an existential crisis.\u00a0<\/p><p class=\"p1\">Should we panic?<\/p><p class=\"p1\">Yes and no.<\/p><p class=\"p1\">Appearing in a static Large Language Model (LLM), like ChatGPT-3.5, might be valuable for brand visibility, but it won\u2019t send traffic to your website.<\/p><p class=\"p1\">Instead, this post will focus on how to feature in <a href=\"https:\/\/ipullrank.com\/sge\"><span class=\"s1\"><b><i>Google\u2019s AI Overviews ( previously SGE)<\/i><\/b><\/span><\/a>, which not only boosts visibility but also drives traffic to your site through source links. While our primary focus is on AI Overviews, the principles discussed are applicable across various platforms, including Microsoft\u2019s Copilot, Bard, Perplexity, and Claude.<\/p><p class=\"p1\">Internet-connected platforms enhance LLM output by retrieving current, relevant content from search engine indices. This process is called <a href=\"https:\/\/searchengineland.com\/how-search-generative-experience-works-and-why-retrieval-augmented-generation-is-our-future-433393\"><span class=\"s1\"><b><i>Retrieval Augmented Generation (RAG)<\/i><\/b><\/span><\/a>.<\/p><p class=\"p1\">I won\u2019t go into extensive details as to how it works, but in essence, it\u2019s combining the power of the LLM with a selection of highly relevant content from the internet that allows the chatbot to produce a more up-to-date and factually accurate output.<\/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-87a44f7 elementor-widget elementor-widget-image\" data-id=\"87a44f7\" 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=\"306\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-1024x392.png\" class=\"attachment-large size-large wp-image-17167\" alt=\"RAG-with-a-knowledge-graph\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-1024x392.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-300x115.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-768x294.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-1536x588.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-825x316.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph-945x361.png 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/RAG-with-a-knowledge-graph.png 1600w\" 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-224d9b1 elementor-widget elementor-widget-text-editor\" data-id=\"224d9b1\" 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 class=\"p1\"><span class=\"s1\"><b>For a comprehensive explanation of RAG read:<\/b> <a href=\"https:\/\/searchengineland.com\/how-search-generative-experience-works-and-why-retrieval-augmented-generation-is-our-future-433393\"><span class=\"s2\">How Search Generative Experience works and why retrieval-augmented generation is our future<\/span><\/a><\/span><\/p><p class=\"p3\">Generative-AI-powered search engines (RAG LLMs) are essentially a moving target for content creators. The complexity of SEO just became even more challenging. They use context from someone\u2019s previous searches, may offer varied outputs over time, and currently, there is limited reporting available from these platforms.<\/p><p class=\"p3\">To optimize your content for RAG LLMs, you need to reverse engineer the existing generative content for the keywords that you want to target.\u00a0<\/p><p class=\"p3\">To do that, you need to document your progress and results, develop a comprehensive keyword list, an approach to analyzing generative content effectively, and a content optimization and refinement process.<\/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-4a959c9 elementor-widget elementor-widget-heading\" data-id=\"4a959c9\" 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\">Can you optimize for RAG LLMs?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f57b46 elementor-widget elementor-widget-video\" data-id=\"9f57b46\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=CPOkFOiURmo&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-00500d6 e-flex e-con-boxed e-con e-parent\" data-id=\"00500d6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0e59b80 e-con-full e-flex e-con e-child\" data-id=\"0e59b80\" 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-fbcadde e-con-full e-flex e-con e-child\" data-id=\"fbcadde\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-840590e elementor-widget elementor-widget-heading\" data-id=\"840590e\" 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\">Watch:<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb51932 elementor-widget elementor-widget-heading\" data-id=\"eb51932\" 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\/resources\/webinars\/sge-optimization\" target=\"_blank\">[Webinar Replay] How to Optimize for AI Overviews: Protect and Perfect Your AI Snapshot<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26bf7e9 elementor-widget elementor-widget-button\" data-id=\"26bf7e9\" 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:\/\/searchengineland.com\/how-seo-moves-forward-google-leak-442749\" 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\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7005f26 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7005f26\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5118049\" data-id=\"5118049\" 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-566b52c elementor-widget elementor-widget-text-editor\" data-id=\"566b52c\" 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 class=\"p1\">Optimizing for AI Overviews is akin to targeting featured snippets, though with more variables and less predictability. Success hinges on matching the format and relevance of the existing top-performing content.<\/p><p class=\"p1\">The <a href=\"https:\/\/ipullrank.com\/content-relevance\"><span class=\"s1\">relevance of the content<\/span><\/a> is not ambiguous. It\u2019s quantitatively based on mathematical formulas. Tools like <a href=\"https:\/\/ipullrank.com\/tools\/orbitwise\/\"><span class=\"s1\">Orbitwise<\/span><\/a>, <a href=\"https:\/\/www.marketmuse.com\/\"><span class=\"s1\">MarketMuse<\/span><\/a>, <a href=\"https:\/\/surferseo.com\/\"><span class=\"s1\">SurferSEO<\/span><\/a>, and <a href=\"https:\/\/brew.marketbrew.ai\/ai-overviews-visualizer.htm\"><span class=\"s1\">MarketBrew\u2019s AI Overviews Visualiser<\/span><\/a> tool can help you assess the relevance of your content for a targeted keyword.\u00a0<\/p><p><span style=\"font-weight: 400;\">RAG LLM outputs are based on probabilities, meaning your primary challenge in appearing in AI Overviews for a targeted query lies in understanding and adapting to these probabilistic models.<\/span><\/p><p><span style=\"font-weight: 400;\">The fundamental function of RAG is the pretty predictable retrieval aspect. Your primary objective is to have a chunk of your content that is most relevant to the query.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">What do you need to know?\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How big is the chunk used for the output?<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How relevant is <\/span><i><span style=\"font-weight: 400;\">your<\/span><\/i><span style=\"font-weight: 400;\"> chunk versus the chunk from your competing pages?<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Another major consideration:<\/span><\/p><p class=\"p1\"><b><i>The more saturated the topic or vague the query, the more volatility we\u2019ll see in the results day to day.<\/i><\/b><\/p><p class=\"p1\">If you find a very specific query that your indexed content answers, chances are, you already appear in the AI Overviews output:<\/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-5ffd22e elementor-widget elementor-widget-image\" data-id=\"5ffd22e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"568\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-1024x727.jpg\" class=\"attachment-large size-large wp-image-17168\" alt=\"SGE Specific example robots txt\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-1024x727.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-300x213.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-768x545.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-1536x1091.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-825x586.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt-945x671.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Specific-example-robots-txt.jpg 2042w\" 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-0725d61 elementor-widget elementor-widget-text-editor\" data-id=\"0725d61\" 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 class=\"p1\">AI Overview searches often fluctuate with different sources and formats daily. While producing relevant content, it does not currently align with traditional SEO factors like authority backlinks or user behavior.<\/p><p class=\"p1\">For instance, when searching &#8216;<i>best movies of all time<\/i>&#8216;, I encountered a result quoting an anonymous Redditor, demonstrating the unpredictable nature of AI Overviews&#8217; source selection. Hardly, an example of reliable trustworthiness.<\/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-7a5d3a4 elementor-widget elementor-widget-html\" data-id=\"7a5d3a4\" 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<blockquote class=\"twitter-tweet\"><p lang=\"en\" dir=\"ltr\">Even SGE is over-indexing on Reddit. \ud83d\ude02<br><br>&quot;According to a Reddit user, it has an average ranking of 5.5, which is &quot;solidly in its own tier&quot;.<br><br>Yup...seems worthy of the query &#39;best movies all time.&#39; <a href=\"https:\/\/t.co\/HPOyTo5DAy\">pic.twitter.com\/HPOyTo5DAy<\/a><\/p>&mdash; Garrett Sussman \u2615\ufe0f\ud83d\udd0e (@garrettsussman) <a href=\"https:\/\/twitter.com\/garrettsussman\/status\/1752010151958052867?ref_src=twsrc%5Etfw\">January 29, 2024<\/a><\/blockquote> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9944b2 elementor-widget elementor-widget-text-editor\" data-id=\"e9944b2\" 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 class=\"p1\">A<a href=\"https:\/\/www.authoritas.com\/blog\/research-study-the-impact-of-googles-search-generative-experience-on-rankings\"><span class=\"s1\">\u00a0study on AI Overviews by Authoritas<\/span><\/a> (despite the small sample size of 1000 queries) showed that 93.8% of citations were not in the top 10 organic results.\u00a0<\/p><p class=\"p1\">This directly contradicted the study performed by Mike King months earlier across 90K queries, which showed links were most likely sourced from organic positions 1,2, and 9.\u00a0<\/p><p class=\"p1\">The reason we shouldn\u2019t discount the Authoritas study stems from the rapid improvement of AI Overviews.<\/p><p class=\"p1\">We should also anticipate more changes going forward as Google incorporates its most recent AI model &#8211; <a href=\"https:\/\/blog.google\/technology\/ai\/google-gemini-ai\/#introducing-gemini\"><span class=\"s1\">Gemini<\/span><\/a>.<\/p><p class=\"p1\">Optimizing for AI Overviews requires a process of informed experimentation.<\/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-b9b2e65 elementor-widget elementor-widget-image\" data-id=\"b9b2e65\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-1024x512.jpg\" class=\"attachment-large size-large wp-image-17685\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-1024x512.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-300x150.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-768x384.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-825x413.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-945x473.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1.jpg 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b076af6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b076af6\" 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-59580ab\" data-id=\"59580ab\" 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-f68e3c3 elementor-widget elementor-widget-html\" data-id=\"f68e3c3\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n  hbspt.forms.create({\n    region: \"na1\",\n    portalId: \"738796\",\n    formId: \"1b24fe03-b70b-4a4e-8fbb-1b463906cced\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d11874e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d11874e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6afa2b7\" data-id=\"6afa2b7\" 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-01b4553 elementor-widget elementor-widget-text-editor\" data-id=\"01b4553\" 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 class=\"p1\">Documenting your experiments and tracking your performance comes next.<\/p><p><strong>UPDATE:<\/strong> AI Overviews is changing constantly. On May 14th, 2024, <a href=\"https:\/\/blog.google\/products\/search\/generative-ai-google-search-may-2024\/\">Google rebranded SGE as AI Overviews at their annual Google I\/O event<\/a>.<\/p><p>Additionally, Since starting this article, the cisation carousel has completely disappeared from the snapshot for me. Is that going to be the final output? To be determined. But it highlights the evolving nature of versions of this experiment.<\/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-895c8d9 elementor-widget elementor-widget-video\" data-id=\"895c8d9\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=s4InWsd-J6g&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30bd7dc elementor-widget elementor-widget-image\" data-id=\"30bd7dc\" 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=\"602\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-1024x771.jpg\" class=\"attachment-large size-large wp-image-17243\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-1024x771.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-300x226.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-768x579.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-1536x1157.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-2048x1543.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-825x621.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.06.48-945x712.jpg 945w\" 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-8ec14de elementor-widget elementor-widget-heading\" data-id=\"8ec14de\" 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\">Document your Generative AI Search Engine experiments<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c0f860 elementor-widget elementor-widget-text-editor\" data-id=\"1c0f860\" 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 class=\"p1\">The fundamental truth about RAG LLMs and generative AI is that they\u2019re always changing. They\u2019re machine learners that depend on a dynamic index of content depending on the search engine.<\/p><p class=\"p1\"><b><i>Google will access a different indexed internet than Bing.\u00a0<\/i><\/b><\/p><p class=\"p1\">While there\u2019s some semblance of stability, content drops in and out of the index daily. LLM output is based on probabilities. Platforms like AI Overviews are likely to incorporate more personalized factors like searcher location into the output, though imperfect.\u00a0<\/p><p class=\"p1\">It\u2019s a fool&#8217;s errand to expect the same result for every person every day.<\/p><p class=\"p1\"><b><i>Our goal should be to increase the likelihood that our content is sourced for a set of searches across our targeted topics and subtopics.<\/i><\/b><\/p><p class=\"p1\">That caveat can inform our documentation, strategy, and experimentation.<\/p><p class=\"p1\">When we track the performance of our content in RAG-powered platforms, we\u2019ll want to keep track of the following data points:<\/p><ul class=\"ul1\"><li class=\"li1\">Target Keyword<\/li><li class=\"li1\">Target URL<\/li><li class=\"li1\">Topic\/Subtopic<\/li><li class=\"li1\">Platform<\/li><li class=\"li1\">Search Intent<\/li><li class=\"li1\">Starting Date<\/li><li class=\"li1\">Number of Citations\/Products\/Listings<\/li><li class=\"li1\">Citation\/Products\/Listings Ranking (dependent on the UI of your platform)<\/li><li class=\"li1\">Content Relevance Score<\/li><li class=\"li1\">Content Formats<\/li><li><span style=\"font-weight: 400;\">Number of Fraggles Per Result<\/span><\/li><li class=\"li1\">Follow Up \/ Related Searches<\/li><li class=\"li1\">Notes on content update experiments<\/li><\/ul><p class=\"p1\">It would help to also create a secondary table to track query improvements across dates. You\u2019d be able to annotate those updates with content improvements.<\/p><p class=\"p1\">You can make a copy and use this <strong>AI Overviews\u00a0Performance Tracker spreadsheet<\/strong> that I\u2019ve created for you.<\/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-4457b31 elementor-widget elementor-widget-image\" data-id=\"4457b31\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1YlG_vRijgTUgvDmOwoit_efCyXtlOjO9QSkGe9OMPk8\/edit?usp=sharing\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"160\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-1024x205.jpg\" class=\"attachment-large size-large wp-image-17686\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-1024x205.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-300x60.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-768x154.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-1536x307.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-2048x410.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-825x165.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-06-27-10.44.58-945x189.jpg 945w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-225888a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"225888a\" 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-ed720b7\" data-id=\"ed720b7\" 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-39b17de elementor-widget elementor-widget-html\" data-id=\"39b17de\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n  hbspt.forms.create({\n    region: \"na1\",\n    portalId: \"738796\",\n    formId: \"1b24fe03-b70b-4a4e-8fbb-1b463906cced\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fa46a7b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa46a7b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5eb516e\" data-id=\"5eb516e\" 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-32906a5 elementor-widget elementor-widget-text-editor\" data-id=\"32906a5\" 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 class=\"p3\">With your spreadsheet in hand, you can start mapping out your keyword topic clusters.<\/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-1739189 elementor-widget elementor-widget-heading\" data-id=\"1739189\" 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\">Create a map of search journey keywords<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-947350c elementor-widget elementor-widget-text-editor\" data-id=\"947350c\" 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 class=\"p1\">Searches on chatbots quickly become longer and more nuanced due to the natural language interactions with the platforms.<\/p><p class=\"p1\">Your goal is<em><strong> subtopic coverage across variations of long-tail searchers.<\/strong><\/em><\/p><p class=\"p1\">Before engaging in keyword research, you may already have an existing <a href=\"https:\/\/ipullrank.com\/the-persona-driven-keyword-research-process\">keyword portfolio<\/a> in place. For this process, <em><strong>select a specific topic or subtopic cluster of existing content<\/strong><\/em> that you want to focus on.<\/p><p class=\"p1\">But keep in mind that traditional keyword research exists as a <strong><i>guide<\/i><\/strong> for RAG LLMs. You need to supplement it with market research and audience insights, people-also-asked queries, and follow-up searches from your targeted platform.<\/p><p class=\"p1\"><strong>Your keyword list should start with an entry point in your audience\u2019s search journey.<\/strong> That might be sourced from content already on your site or you may want to create content specifically designed for your AI Overviews tests.\u00a0<\/p><p class=\"p1\">Once you\u2019ve settled on your initial keyword, you can develop your audience-driven keyword list. Our search process is rarely linear, search queries for chatbots are exponential, and your focus should begin with the <strong>most valuable and high-volume beginning query.<\/strong><\/p><p class=\"p1\">Imagine you\u2019re the content marketing lead for an online children\u2019s education center. You sell courses, books, and educational tools. Your core audience consists of parents and educators.\u00a0<\/p><p class=\"p1\">For anyone who has rambunctious toddlers running around, coming up with activities is exhausting. Thankfully, you already have a great blog post that has a list of potential toddler activities. That\u2019s a great starting query for our exercise.<\/p><p class=\"p1\"><i>toddler activities<\/i><\/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-7e0ddd6 elementor-widget elementor-widget-heading\" data-id=\"7e0ddd6\" 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\">Traditional keyword research: Relevance and volume-driven<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6e59af elementor-widget elementor-widget-text-editor\" data-id=\"b6e59af\" 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 class=\"p1\">SEO keyword tools can help us quickly generate a ton of relevant searches backed by keyword volume. Keyword research tools lack transparency in their data sources. Your mileage may vary.\u00a0<\/p><p class=\"p1\">But the following tools have become relatively dependable in the industry:<\/p><ul class=\"ul1\"><li class=\"li1\"><a href=\"https:\/\/ads.google.com\/home\/tools\/keyword-planner\/\">Google Keyword Planner<\/a> (the most reliable source)<\/li><li class=\"li1\"><a href=\"https:\/\/ahrefs.com\/\">Ahrefs<\/a><\/li><li class=\"li1\"><a href=\"https:\/\/www.semrush.com\/\">Semrush<\/a><\/li><li class=\"li1\"><a href=\"https:\/\/moz.com\/\">Moz<\/a><\/li><li class=\"li1\"><a href=\"https:\/\/keywordseverywhere.com\/\">Keywords Everywhere<\/a><\/li><li class=\"li1\"><a href=\"https:\/\/www.keywordinsights.ai\/\">Keyword Insights<\/a><\/li><\/ul><p class=\"p1\">First, we\u2019ll jump over to Ahrefs and use the keyword explorer for our keyword &#8211; toddler activities:<\/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-ff7bbea elementor-widget elementor-widget-image\" data-id=\"ff7bbea\" 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=\"303\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-1024x388.jpg\" class=\"attachment-large size-large wp-image-17170\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-1024x388.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-300x114.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-768x291.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-1536x582.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-2048x776.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-825x313.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Toddler-keyword-research-945x358.jpg 945w\" 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-28b6b49 elementor-widget elementor-widget-text-editor\" data-id=\"28b6b49\" 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 class=\"p1\">Turns out to be a great starting point. We see about <em><strong>7.5K monthly searches<\/strong><\/em> and a <em><strong>medium keyword difficulty<\/strong><\/em>. For term match, we do see <em><strong>local intent queries<\/strong><\/em>, so we\u2019ll want to keep that in mind when we look at the SERP.<\/p><p class=\"p1\">Now we can start to build our list of keywords that expand from this search journey.<\/p><p class=\"p1\">First stop:<\/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-9386989 elementor-widget elementor-widget-image\" data-id=\"9386989\" 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=\"457\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-1024x585.jpg\" class=\"attachment-large size-large wp-image-17171\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-1024x585.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-300x171.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-768x438.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-1536x877.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-825x471.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms-945x540.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Cluster-terms.jpg 1776w\" 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-d3cfaf5 elementor-widget elementor-widget-text-editor\" data-id=\"d3cfaf5\" 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 class=\"p1\">Looking solid! <em><strong>47 keywords<\/strong><\/em> around my topic. While that\u2019s a great starting point, we want to go next level and source directly from Google for related queries.\u00a0<\/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-e2791c6 elementor-widget elementor-widget-heading\" data-id=\"e2791c6\" 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\">People Also Ask<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca7dac6 elementor-widget elementor-widget-text-editor\" data-id=\"ca7dac6\" 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 class=\"p1\">Google provides a rich snippet for most queries called People Also Ask.<\/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-b0412c1 elementor-widget elementor-widget-image\" data-id=\"b0412c1\" 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=\"338\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-1024x432.jpg\" class=\"attachment-large size-large wp-image-17172\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-1024x432.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-300x126.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-768x324.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-825x348.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA-945x398.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/PAA.jpg 1148w\" 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-f5eb28b elementor-widget elementor-widget-text-editor\" data-id=\"f5eb28b\" 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 class=\"p1\">There\u2019s a dynamite tool that can collect the searches that appear. Guess what it\u2019s called? <a href=\"https:\/\/alsoasked.com\/\">AlsoAsked<\/a>.<\/p><p class=\"p1\">Respect to simple, brilliant marketing. You can get a visualization 3 levels deep and on the paid plan, you can export a CSV of the keywords.<\/p><p class=\"p1\">Let\u2019s pop in our target keyword and see what we get.<\/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-11cf986 elementor-widget elementor-widget-text-editor\" data-id=\"11cf986\" 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 class=\"p1\"><strong>43 more relevant keywords.<\/strong> The cool thing with AlsoAsked is that you get more of the natural language queries that a normal person might ask in an organic conversation.<\/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-4c1001c elementor-widget elementor-widget-heading\" data-id=\"4c1001c\" 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\">Follow Up Keywords<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2d8304 elementor-widget elementor-widget-text-editor\" data-id=\"f2d8304\" 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;\">Each LLM platform has its preferred method of introducing related searches. Similar to AI Overviews, follow-ups aren\u2019t static either. You could collect searches for a few days or weeks to build out your list. Look at the slight differences between AI Overviews, Copilot, and Perplexity.<\/span><\/p><p><b>AI Overviews Follow Ups<\/b><\/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-5938b61 elementor-widget elementor-widget-image\" data-id=\"5938b61\" 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\/2024\/01\/alsoasked-activities-for-a-toddler-1024x576.png\" class=\"attachment-large size-large wp-image-17174\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-1024x576.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-300x169.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-768x432.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-1536x864.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-825x464.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler-945x532.png 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/alsoasked-activities-for-a-toddler.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-27801b9 elementor-widget elementor-widget-image\" data-id=\"27801b9\" 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=\"192\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-1024x246.jpg\" class=\"attachment-large size-large wp-image-17175\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-1024x246.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-300x72.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-768x184.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-825x198.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups-945x227.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-Follow-Ups.jpg 1284w\" 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-5fc8ce1 elementor-widget elementor-widget-text-editor\" data-id=\"5fc8ce1\" 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><b>Bing Related Queries<\/b><\/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-07d1898 elementor-widget elementor-widget-image\" data-id=\"07d1898\" 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=\"98\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-1024x126.jpg\" class=\"attachment-large size-large wp-image-17176\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-1024x126.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-300x37.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-768x95.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-1536x189.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-825x102.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up-945x116.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Bing-Follow-Up.jpg 1882w\" 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-f4046fb elementor-widget elementor-widget-text-editor\" data-id=\"f4046fb\" 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><b>Perplexity Related Questions<\/b><\/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-f139443 elementor-widget elementor-widget-image\" data-id=\"f139443\" 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=\"454\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-1024x581.jpg\" class=\"attachment-large size-large wp-image-17177\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-1024x581.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-300x170.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-768x436.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-1536x872.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-2048x1163.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-825x468.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/Perplexity-Follow-Up-945x537.jpg 945w\" 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-aa41666 elementor-widget elementor-widget-text-editor\" data-id=\"aa41666\" 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 class=\"p1\">With these platforms, you can see how quickly you can develop a massive portfolio of keywords. Choosing a topic and subset of keywords that are mapped directly to your business goals (<strong>revenue, conversions, and traffic<\/strong>) will be the most important use of your time and resources.<\/p><p class=\"p1\">Before moving on to analyzing the content generated for your keywords, add your list of keywords to your spreadsheet.<\/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-aa9677e elementor-widget elementor-widget-heading\" data-id=\"aa9677e\" 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\">Analyze the output from your RAG LLM platform<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eef2ee elementor-widget elementor-widget-text-editor\" data-id=\"0eef2ee\" 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 class=\"p1\">Getting your content in the generative text for your targeted query is part logic and part art. Without purely depending on trial and error, you can design a rubric that you can use to evaluate the content, identify patterns, and stitch together for your content updates, creation, and optimization.<\/p><p class=\"p1\">First, familiarize yourself with the expected generative output of your targeted platform.\u00a0<\/p><p class=\"p1\">Google\u2019s AI Overviews &#8211; the AI snapshot comes in three flavors depending on search intent.\u00a0<\/p><p><strong>Informational snapshots<\/strong> can include paragraphs, breakout text sections, bulleted lists,\u00a0 images, videos, citations, and mentions (drop-down source links for text).<\/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-c935a61 elementor-widget elementor-widget-image\" data-id=\"c935a61\" 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=\"621\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-1024x795.jpg\" class=\"attachment-large size-large wp-image-17178\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-1024x795.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-300x233.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-768x596.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-1536x1192.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-2048x1589.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-825x640.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/SGE-info-snapshot-example-945x733.jpg 945w\" 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-0d88e67 elementor-widget elementor-widget-text-editor\" data-id=\"0d88e67\" 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;\"><strong>Local snapshots<\/strong> can include everything in an informational snapshot plus a map and Google Business Profile Listings.<\/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-999edfc elementor-widget elementor-widget-image\" data-id=\"999edfc\" 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=\"627\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-1024x802.jpg\" class=\"attachment-large size-large wp-image-17179\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-1024x802.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-300x235.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-768x602.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-825x646.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge-945x741.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/local-snapshot-sge.jpg 1294w\" 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-44af2bb elementor-widget elementor-widget-text-editor\" data-id=\"44af2bb\" 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;\"><strong>Shopping snapshots<\/strong> can include everything in an informational snapshot plus product listings, product cards, and product packs.<\/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-dcb06f2 elementor-widget elementor-widget-image\" data-id=\"dcb06f2\" 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=\"551\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-1024x705.jpg\" class=\"attachment-large size-large wp-image-17180\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-1024x705.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-300x206.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-768x529.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-825x568.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot-945x650.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecom-sge-snapshot.jpg 1238w\" 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-3d04817 elementor-widget elementor-widget-image\" data-id=\"3d04817\" 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=\"488\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-1024x624.jpg\" class=\"attachment-large size-large wp-image-17181\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-1024x624.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-300x183.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-768x468.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-825x503.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing-945x576.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/ecome-product-listing.jpg 1270w\" 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-b880fcf elementor-widget elementor-widget-image\" data-id=\"b880fcf\" 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=\"714\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-1024x914.jpg\" class=\"attachment-large size-large wp-image-17182\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-1024x914.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-300x268.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-768x686.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-825x737.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge-945x844.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/01\/product-cards-sge.jpg 1308w\" 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-a8e85c7 elementor-widget elementor-widget-text-editor\" data-id=\"a8e85c7\" 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 class=\"p1\">Revisiting our toddler activity keyword list, let\u2019s look at one of the informational keywords for analysis:<\/p><p class=\"p1\"><i>activities for toddlers at home<\/i><\/p><p class=\"p1\">To highlight the dynamic changes of AI Overviews. Within a few hours, the output remained the same. But across 3 days, we already see a change in output.<\/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-bd03ad1 elementor-widget elementor-widget-text-editor\" data-id=\"bd03ad1\" 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><strong>1\/26\/24<\/strong><\/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-5de490e elementor-widget elementor-widget-image\" data-id=\"5de490e\" 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=\"973\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--842x1024.jpg\" class=\"attachment-large size-large wp-image-17184\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--842x1024.jpg 842w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--247x300.jpg 247w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--768x934.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--1263x1536.jpg 1263w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--825x1003.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge--945x1149.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/keyword-sge-.jpg 1462w\" 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-863b32c elementor-widget elementor-widget-text-editor\" data-id=\"863b32c\" 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><strong>1\/29\/24<\/strong><\/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-01f669d elementor-widget elementor-widget-image\" data-id=\"01f669d\" 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=\"771\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-771x1024.jpg\" class=\"attachment-large size-large wp-image-17185\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-771x1024.jpg 771w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-226x300.jpg 226w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-768x1020.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-1156x1536.jpg 1156w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-825x1096.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29-945x1256.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/activities-for-toddlers-at-home-jan-29.jpg 1424w\" sizes=\"(max-width: 771px) 100vw, 771px\" \/>\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-c2574fe elementor-widget elementor-widget-text-editor\" data-id=\"c2574fe\" 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 class=\"p1\"><b>Search intent:<\/b> Informational<\/p><p class=\"p1\"><b>Content Types:\u00a0<\/b><\/p><ul class=\"ul1\"><li class=\"li1\">Breakout Text &#8211; the order has changed<\/li><li class=\"li1\">Bulleted Lists &#8211; one of the lists no longer exists<\/li><li class=\"li1\">Image (that expands to an image search)<\/li><\/ul><p class=\"p1\"><b>Citations:<\/b> 9 -&gt; 8<\/p><p class=\"p1\"><b>Mentions: <\/b>3 -&gt; 2<\/p><p class=\"p1\">The changes are subtle, but highlight that tracking over time is a worthwhile effort.<\/p><p class=\"p3\"><b>Analyze the types of websites that are sourced in the GenAI output<\/b><\/p><p class=\"p1\">We know that AI Overviews is sourcing content based on the relevance of the content. What\u2019s fascinating about the cited content is that it\u2019s not automatically information from the highest-ranking pages. We can\u2019t pinpoint the exact factors that are used to select content for the generative text.\u00a0<\/p><p class=\"p1\">iPullRank Founder, Michael King identified that AI Overviews sometimes creates generative output based on individual passages called Fraggles (coined by <a href=\"https:\/\/mobilemoxie.com\/blog\/what-the-heck-are-fraggles\/\"><span class=\"s2\">Cindy Krum<\/span><\/a>). Fraggles include the actual text used by the platform\u2019s RAG mechanisms in the linked URL. That text is used to generate the AI output.<\/p><p class=\"p1\">Here\u2019s an AI Overviews result for \u201cTaylor Swift\u201d and the Fraggle from Investopedia that it uses:<\/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-42b7e40 elementor-widget elementor-widget-image\" data-id=\"42b7e40\" 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=\"536\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-1024x686.jpg\" class=\"attachment-large size-large wp-image-17188\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-1024x686.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-300x201.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-768x515.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-825x553.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1-945x633.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-SGE-1.jpg 1274w\" 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-30f26b9 elementor-widget elementor-widget-image\" data-id=\"30f26b9\" 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=\"522\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-1024x668.jpg\" class=\"attachment-large size-large wp-image-17187\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-1024x668.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-300x196.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-768x501.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-825x539.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle-945x617.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Taylor-Swift-Fraggle.jpg 1388w\" 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-9db5705 elementor-widget elementor-widget-text-editor\" data-id=\"9db5705\" 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 class=\"p1\">Reverse engineering those Fraggles and improving on the relevancy, simplicity, and clarity of the content are the best ways to earn your place in the AI Overviews and replace the Fraggle incumbent.<\/p><p class=\"p1\">To analyze these Fraggles based on the mathematical values they hold using vector embeddings (<a href=\"https:\/\/ipullrank.com\/content-relevance\"><span class=\"s1\">see Mike\u2019s article on content relevance<\/span><\/a>), we can use MarketBrew\u2019s free AI Overviews Visualizer tool which analyzes the relevance of the page to the targeted keyword in the context of AI Overviews.\u00a0<\/p><p class=\"p1\">Why did <a href=\"https:\/\/marketbrew.ai\/search-engine-model\">Market Brew<\/a> founder <a href=\"https:\/\/twitter.com\/scott_stouffer\">Scott Stouffer<\/a> and his team build the AI Overviews Visualizer?\u00a0<\/p><p class=\"p1\">\u201c<i>As a search engineer spanning over 20 years, what I am seeing is that AI Overviews is ushering in the 4th version of semantic algorithms. First, we had TF-IDF, then we had keywords, then it was entities, and now we have embeddings. It was an inevitable progression. During the entity movement, for a long time, Stanford NLP tried really hard to push NLP as the primary way to define and use structure within the latest semantic algorithms, but embeddings implicitly include the structure along with so many additional relationships.\u00a0<\/i><\/p><p class=\"p1\"><i>For example, if you embed the HTML tags with the content, you actually bring along all of the styling\/heading vectors without having to analyze any of them. The only issue with embeddings is that it&#8217;s hard to visualize what is happening, and that&#8217;s why Market Brew launched the AI Overviews Visualizer.<\/i>\u201d<\/p><p class=\"p1\">The AI Overviews Visualizer works by comprehending the intricacies of embedding-based searches and how your content reacts to different searches, the free <a href=\"https:\/\/brew.marketbrew.ai\/ai-overviews-visualizer.htm\"><span class=\"s1\">AI Overviews (Search Generative Experience) Visualizer<\/span><\/a> aims to bring users closer to understanding AI Overviews optimization strategies.<\/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-c781f78 elementor-widget elementor-widget-image\" data-id=\"c781f78\" 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=\"248\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-1024x318.jpg\" class=\"attachment-large size-large wp-image-17189\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-1024x318.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-300x93.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-768x239.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-1536x477.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-2048x636.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-825x256.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/sge-visualizer-945x294.jpg 945w\" 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-ff5b801 elementor-widget elementor-widget-text-editor\" data-id=\"ff5b801\" 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 class=\"p1\">Let\u2019s try it for the example above:<\/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-f8d17df elementor-widget elementor-widget-image\" data-id=\"f8d17df\" 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=\"422\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-1024x540.jpg\" class=\"attachment-large size-large wp-image-17190\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-1024x540.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-300x158.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-768x405.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-1536x810.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-2048x1080.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-825x435.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-Taylor-Swift-Market-Brew-945x498.jpg 945w\" 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-3b579e1 elementor-widget elementor-widget-text-editor\" data-id=\"3b579e1\" 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 class=\"p1\">You can see that the chunk has a high similarity (relevance) score of 82%. While it\u2019s not the highest chunk in the article, it must hit a certain threshold for AI Overviews to include it in the snapshot. At the time, the combination of the general relevance of the article and the specific Fraggle chunk earned it inclusion in the AI Overviews output.<\/p><p class=\"p1\">So returning to our example, let\u2019s identify the citations, where they exist in the top 100 results, and whether they are a fraggle or general content.<\/p><p class=\"p1\">The citations from our example on the 26th are:<\/p><ol class=\"ol1\"><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/miraculove.com\/10_Chinese_New_Year_Montessori-Inspired_Tray_Activities_for_Toddlers\"><span class=\"s2\">10 Chinese New Year Montessori-Inspired Tray Activities for Toddlers<\/span><\/a> (Not in Top 100 &#8211; Fraggle &#8211; Similar Score &#8211; 82%)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/montessori-academy.com\/blog\/15-secrets-to-entertaining-a-toddler\/\"><span class=\"s2\">15 Secrets to Entertaining a Toddler at Home<\/span><\/a>\u00a0 (Not in Top 100 &#8211; Headings)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/vivvi.com\/blog\/articles\/15-water-play-activities-toddlers\"><span class=\"s2\">15 Water Play Activities for Toddlers<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/www.babycenter.in\/a1050389\/how-to-keep-an-active-toddler-occupied-indoors\"><span class=\"s2\">How to keep an active toddler occupied indoors<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/www.findingmyselfyoung.com\/2022\/06\/painting-with-balls.html#:~:text=Ball%20painting%20is%20a%20fun%20interactive%20painting,using%20a%20paintbrush%2C%20or%20touching%20the%20paint.\"><span class=\"s2\">Ball Painting: Sensory Process Art for Kids<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/mumscreativecupboard.com\/how-to-occupy-an-extremely-active-toddler-at-home\/#:~:text=Playdough%20is%20one%20of%20the%20most%20versatile,great%20quick%20go%2Dto%20activity%20for%20the%20day.\"><span class=\"s2\">How To Occupy An Extremely Active Toddler At Home?<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/www.parents.com\/holiday\/halloween\/games\/halloween-activities-for-kids-you-can-do-at-home\/#:~:text=If%20you%20have%20a%20toddler%20or%20preschooler,and%20store%20it%20away%20for%20another%20day.\"><span class=\"s2\">12 Fun Halloween Activities for Kids You Can Do at Home<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><li class=\"li3\"><span class=\"s1\"><a href=\"https:\/\/www.happiestbaby.com\/blogs\/toddler\/sensory-activities-toddlers-babies#:~:text=Babies%20and%20toddlers%20have%20incredibly%20busy%20hands,even%20self%2Dsoothing%20skills%E2%80%94all%20while%20they're%20happily%20occupied.\"><span class=\"s2\">9 Sensory Activities for Curious Babies and Toddlers<\/span><\/a> (Not in Top 100 &#8211; Fraggle)<\/span><\/li><\/ol><p class=\"p1\">In this one anecdotal example, none of the results appeared in the top 100 organic rankings. This highlights an opportunity for sites that want to leapfrog the top 10 results, but also a frustration that quality, relevant results do not automatically appear in the AI Overviews output.<\/p><p class=\"p3\"><span class=\"s1\">1. <a href=\"https:\/\/miraculove.com\/10_Chinese_New_Year_Montessori-Inspired_Tray_Activities_for_Toddlers\"><span class=\"s2\">10 Chinese New Year Montessori-Inspired Tray Activities for Toddlers<\/span><\/a>\u00a0<\/span><\/p><ul><li class=\"p1\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p1\"><b>Publish Date:<\/b> 1-16-2020<\/li><li class=\"p1\"><b>Fraggle:<\/b> Yes\u00a0<\/li><li class=\"p1\"><b>Relevance Score: <\/b>82%<\/li><li class=\"p1\"><b>Content Type:<\/b> Breakout<\/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-c926c2f elementor-widget elementor-widget-image\" data-id=\"c926c2f\" 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=\"224\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-1024x287.jpg\" class=\"attachment-large size-large wp-image-17194\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-1024x287.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-300x84.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-768x215.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-1536x430.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-825x231.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1-945x264.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-1.jpg 1544w\" 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-a825fe6 elementor-widget elementor-widget-text-editor\" data-id=\"a825fe6\" 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 class=\"p1\">Now let\u2019s look at how MarketBrew\u2019s free AI Overviews Visualizer tool analyzes the relevance to the AI Overviews output:<\/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-e1c8de6 elementor-widget elementor-widget-image\" data-id=\"e1c8de6\" 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=\"479\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-1024x613.jpg\" class=\"attachment-large size-large wp-image-17191\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-1024x613.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-300x180.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-768x460.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-1536x920.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-2048x1226.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-825x494.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Fruit-threading-sge-945x566.jpg 945w\" 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-435ab98 elementor-widget elementor-widget-text-editor\" data-id=\"435ab98\" 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 class=\"p1\"><span class=\"s1\">2. <a href=\"https:\/\/montessori-academy.com\/blog\/15-secrets-to-entertaining-a-toddler\/\"><span class=\"s2\">15 Secrets to Entertaining a Toddler at Home<\/span><\/a>\u00a0\u00a0<\/span><\/p><ul><li class=\"p3\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p3\"><b>Publish Date:<\/b> 5-10-2021<\/li><li class=\"p3\"><b>Fraggle: <\/b>No (Headers)<\/li><li class=\"p3\"><b>Relevance Score: <\/b>87%<\/li><li class=\"p3\"><b>Content Type: <\/b>Bulleted List<\/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-6cadd54 elementor-widget elementor-widget-image\" data-id=\"6cadd54\" 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=\"906\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-904x1024.jpg\" class=\"attachment-large size-large wp-image-17195\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-904x1024.jpg 904w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-265x300.jpg 265w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-768x870.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-1356x1536.jpg 1356w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-825x934.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2-945x1070.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/chunk-2.jpg 1768w\" 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-fd063af elementor-widget elementor-widget-image\" data-id=\"fd063af\" 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=\"240\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-1024x307.jpg\" class=\"attachment-large size-large wp-image-17200\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-1024x307.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-300x90.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-768x230.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-1536x461.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-2048x614.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-825x247.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/2-montessori-sge-945x283.jpg 945w\" 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-daa7a05 elementor-widget elementor-widget-text-editor\" data-id=\"daa7a05\" 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 class=\"p1\"><b>Analysis: <\/b>The content in this chunk to generate the bulleted list was a series of headings similar to what you\u2019d expect from a normal featured snippet.<\/p><p class=\"p1\"><span class=\"s1\">3. <a href=\"https:\/\/vivvi.com\/blog\/articles\/15-water-play-activities-toddlers\"><span class=\"s2\">15 Water Play Activities for Toddlers<\/span><\/a><\/span><\/p><ul><li class=\"p3\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p3\"><b>Publish Date:<\/b> 6-15-2021<\/li><li class=\"p3\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p3\"><b>Relevance Score:<\/b> 69%<\/li><li class=\"p3\"><b>Content Type:<\/b> Breakout Content<\/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-5134b21 elementor-widget elementor-widget-image\" data-id=\"5134b21\" 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=\"230\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-1024x295.jpg\" class=\"attachment-large size-large wp-image-17196\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-1024x295.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-300x86.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-768x221.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-1536x442.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-825x237.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3-945x272.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-3.jpg 1662w\" 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-e3cd569 elementor-widget elementor-widget-image\" data-id=\"e3cd569\" 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=\"239\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-1024x306.jpg\" class=\"attachment-large size-large wp-image-17201\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-1024x306.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-300x90.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-768x230.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-1536x460.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-2048x613.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-825x247.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/3-vivi-sge-945x283.jpg 945w\" 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-b5be9a7 elementor-widget elementor-widget-text-editor\" data-id=\"b5be9a7\" 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 class=\"p1\"><b>Analysis: <\/b>It surprised me that this isn\u2019t even the top similarity score chunk from the content.<\/p><p class=\"p3\"><span class=\"s1\">4. <a href=\"https:\/\/www.babycenter.in\/a1050389\/how-to-keep-an-active-toddler-occupied-indoors\"><span class=\"s2\">How to keep an active toddler occupied indoors<\/span><\/a><\/span><\/p><ul><li class=\"p1\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p1\"><b>Publish Date:<\/b> 3-27-2020<\/li><li class=\"p1\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p1\"><b>Relevance Score:<\/b> 78%<\/li><li class=\"p1\"><b>Content Type:<\/b> Breakout Content<\/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-a47e0fd elementor-widget elementor-widget-image\" data-id=\"a47e0fd\" 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=\"209\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-1024x267.jpg\" class=\"attachment-large size-large wp-image-17197\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-1024x267.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-300x78.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-768x200.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-1536x400.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-825x215.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4-945x246.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-4.jpg 1634w\" 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-b683c12 elementor-widget elementor-widget-image\" data-id=\"b683c12\" 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=\"227\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-1024x290.jpg\" class=\"attachment-large size-large wp-image-17202\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-1024x290.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-300x85.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-768x217.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-1536x435.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-2048x580.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-825x234.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/4-SGE-toddler-945x268.jpg 945w\" 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-5d7841f elementor-widget elementor-widget-text-editor\" data-id=\"5d7841f\" 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 class=\"p1\"><b>Analysis: <\/b>Again, not the top similarity score chunk from the content.<\/p><p class=\"p3\"><span class=\"s1\">5. <a href=\"https:\/\/www.findingmyselfyoung.com\/2022\/06\/painting-with-balls.html#:~:text=Ball%20painting%20is%20a%20fun%20interactive%20painting,using%20a%20paintbrush%2C%20or%20touching%20the%20paint.\"><span class=\"s2\">Ball Painting: Sensory Process Art for Kids<\/span><\/a><\/span><\/p><ul><li class=\"p1\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p1\"><b>Publish Date:<\/b> 6-16-2022<\/li><li class=\"p1\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p1\"><b>Relevance Score:<\/b> 85%<\/li><li class=\"p1\"><b>Content Type:<\/b> Breakout Content<\/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-857c91d elementor-widget elementor-widget-image\" data-id=\"857c91d\" 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=\"152\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-1024x194.jpg\" class=\"attachment-large size-large wp-image-17193\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-1024x194.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-300x57.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-768x146.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-1536x292.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-2048x389.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-825x157.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-5-945x179.jpg 945w\" 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-535a677 elementor-widget elementor-widget-image\" data-id=\"535a677\" 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=\"171\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-1024x219.jpg\" class=\"attachment-large size-large wp-image-17203\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-1024x219.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-300x64.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-768x164.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-1536x329.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-2048x438.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-825x177.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/5-sge-945x202.jpg 945w\" 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-bb11ea5 elementor-widget elementor-widget-text-editor\" data-id=\"bb11ea5\" 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 class=\"p1\"><b>Analysis: <\/b>It makes you begin to wonder what other factors beyond similarity score are at play here.<\/p><p class=\"p3\"><span class=\"s1\">6. <a href=\"https:\/\/mumscreativecupboard.com\/how-to-occupy-an-extremely-active-toddler-at-home\/#:~:text=Playdough%20is%20one%20of%20the%20most%20versatile,great%20quick%20go%2Dto%20activity%20for%20the%20day.\"><span class=\"s2\">How To Occupy An Extremely Active Toddler At Home?<\/span><\/a><\/span><\/p><ul><li class=\"p1\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p1\"><b>Publish Date:<\/b> Unknown<\/li><li class=\"p1\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p1\"><b>Relevance Score:<\/b> 68%<\/li><li class=\"p1\"><b>Content Type:<\/b> Breakout Content<\/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-4e49786 elementor-widget elementor-widget-image\" data-id=\"4e49786\" 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=\"206\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-1024x264.jpg\" class=\"attachment-large size-large wp-image-17192\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-1024x264.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-300x77.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-768x198.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-1536x397.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-825x213.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6-945x244.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-6.jpg 1774w\" 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-09169f3 elementor-widget elementor-widget-image\" data-id=\"09169f3\" 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=\"155\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-1024x199.jpg\" class=\"attachment-large size-large wp-image-17204\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-1024x199.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-300x58.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-768x150.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-1536x299.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-2048x399.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-825x161.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/6-sge-toddler-945x184.jpg 945w\" 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-3b2b5bc elementor-widget elementor-widget-text-editor\" data-id=\"3b2b5bc\" 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 class=\"p1\"><b>Analysis: <\/b>This article had 4 different broken images across the content.\u00a0<\/p><p class=\"p3\"><span class=\"s1\">7. <a href=\"https:\/\/www.parents.com\/holiday\/halloween\/games\/halloween-activities-for-kids-you-can-do-at-home\/#:~:text=If%20you%20have%20a%20toddler%20or%20preschooler,and%20store%20it%20away%20for%20another%20day.\"><span class=\"s2\">12 Fun Halloween Activities for Kids You Can Do at Home<\/span><\/a><\/span><\/p><ul><li class=\"p1\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p1\"><b>Publish Date:<\/b> 6-16-2022<\/li><li class=\"p1\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p1\"><b>Relevance Score:<\/b> 80%<\/li><li class=\"p1\"><b>Content Type:<\/b> Breakout Content<\/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-8dfba13 elementor-widget elementor-widget-image\" data-id=\"8dfba13\" 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=\"265\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-1024x339.jpg\" class=\"attachment-large size-large wp-image-17198\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-1024x339.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-300x99.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-768x255.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-825x273.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7-945x313.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-7.jpg 1376w\" 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-6552e4b elementor-widget elementor-widget-image\" data-id=\"6552e4b\" 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=\"186\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-1024x238.jpg\" class=\"attachment-large size-large wp-image-17205\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-1024x238.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-300x70.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-768x179.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-1536x357.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-2048x476.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-825x192.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/7-sge-toddler-945x220.jpg 945w\" 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-3ad8d39 elementor-widget elementor-widget-text-editor\" data-id=\"3ad8d39\" 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 class=\"p1\"><span class=\"s1\">8. <a href=\"https:\/\/www.happiestbaby.com\/blogs\/toddler\/sensory-activities-toddlers-babies#:~:text=Babies%20and%20toddlers%20have%20incredibly%20busy%20hands,even%20self%2Dsoothing%20skills%E2%80%94all%20while%20they're%20happily%20occupied.\"><span class=\"s2\">9 Sensory Activities for Curious Babies and Toddlers<\/span><\/a><\/span><\/p><ul><li class=\"p3\"><b>Ranking: <\/b>Not in Top 100\u00a0<\/li><li class=\"p3\"><b>Publish Date:<\/b> Unknown<\/li><li class=\"p3\"><b>Fraggle:<\/b> Yes<\/li><li class=\"p3\"><b>Relevance Score:<\/b> 86%<\/li><li class=\"p3\"><b>Content Type:<\/b> Breakout Content<\/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-1fefeb4 elementor-widget elementor-widget-image\" data-id=\"1fefeb4\" 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=\"241\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-1024x309.jpg\" class=\"attachment-large size-large wp-image-17199\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-1024x309.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-300x90.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-768x231.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-1536x463.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-825x249.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8-945x285.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Chunk-8.jpg 1540w\" 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-48d02ca elementor-widget elementor-widget-image\" data-id=\"48d02ca\" 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=\"179\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-1024x229.jpg\" class=\"attachment-large size-large wp-image-17206\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-1024x229.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-300x67.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-768x171.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-1536x343.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-2048x457.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-825x184.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/8-sge-toddler-945x211.jpg 945w\" 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-c95a588 elementor-widget elementor-widget-text-editor\" data-id=\"c95a588\" 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 class=\"p1\">What\u2019s fascinating about these fraggles are that they don\u2019t come from many popular brands. They\u2019re not the most original or unique suggestions. Some of them include exact matches of words from the keyword, but for the most part, they are topically relevant. The UX of the websites they\u2019re sourced from have poor designs and are sometimes littered with ads. The content is old. The content is sometimes buried within the article, not immediately at the top of the page.<\/p><p class=\"p1\">And when we use the free relevance score tool <a href=\"https:\/\/ipullrank.com\/tools\/orbitwise\/\"><span class=\"s1\">Orbitwise<\/span><\/a> to look at the top AI Overviews result from miraculove.com, it has a lower relevance score (68) compared to 2 of the top 3 organically ranked articles that are not included in the AI Overviews result: busytoddler.com (72) and pampers.com (78)<\/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-fed9b6e elementor-widget elementor-widget-image\" data-id=\"fed9b6e\" 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=\"683\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--1024x874.jpg\" class=\"attachment-large size-large wp-image-17207\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--1024x874.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--300x256.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--768x655.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--1536x1311.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--825x704.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise--945x806.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/orbitwise-.jpg 1936w\" 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-7243a5a elementor-widget elementor-widget-text-editor\" data-id=\"7243a5a\" 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 class=\"p1\">When we look at the highest Fraggle \u2018chunk\u2019 from the Pampers article, it hits an 89% similarity score, but the content is not \u2018unique\u2019 compared to all of the other content out there. Arts and Crafts feel generic compared to the other ideas.<\/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-885f0f6 elementor-widget elementor-widget-image\" data-id=\"885f0f6\" 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=\"166\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-1024x212.jpg\" class=\"attachment-large size-large wp-image-17210\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-1024x212.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-300x62.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-768x159.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-1536x318.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-2048x424.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-825x171.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-MarketBrew-Pampers-945x196.jpg 945w\" 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-e087db4 elementor-widget elementor-widget-heading\" data-id=\"e087db4\" 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\">Optimizing Products in AI Overviews<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33c54d7 elementor-widget elementor-widget-text-editor\" data-id=\"33c54d7\" 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 class=\"p1\">eCommerce queries have a much bigger impact on business value than informational queries for many brands. It\u2019s not exclusive to eCommerce brands. Affiliate marketing for media publishers can still be a source of revenue.\u00a0<\/p><p class=\"p1\">So what do you need to consider for a commercial query in AI Overviews?\u00a0<\/p><p class=\"p1\">When a shopping result is triggered on AI Overviews, the AI snapshot will provide those direct product listings in the form of the pack, grid, or individual listing.<\/p><p class=\"p1\">Each of the listings has a direct citation. Typically it\u2019s either an affiliate-incentivized listicle with a series or product or it\u2019s taken directly from Google\u2019s Shopping graph.<\/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-1679fef elementor-widget elementor-widget-heading\" data-id=\"1679fef\" 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\">Product Listing Example Sourced from an Article and the Google Shopping Graph<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bcaf97 elementor-widget elementor-widget-image\" data-id=\"7bcaf97\" 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=\"451\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-1024x577.jpg\" class=\"attachment-large size-large wp-image-17211\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-1024x577.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-300x169.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-768x433.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-1536x865.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-825x465.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2-945x532.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sge-source-2.jpg 2034w\" 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-29b7596 elementor-widget elementor-widget-heading\" data-id=\"29b7596\" 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\">Product Listings sourced only from the Google Shopping Graph<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b99e30d elementor-widget elementor-widget-image\" data-id=\"b99e30d\" 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=\"641\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-1024x821.jpg\" class=\"attachment-large size-large wp-image-17212\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-1024x821.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-300x241.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-768x616.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-1536x1232.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-2048x1643.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-825x662.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-sources-sge-945x758.jpg 945w\" 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-66a6fac elementor-widget elementor-widget-text-editor\" data-id=\"66a6fac\" 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 class=\"p1\">In February 2023,<a href=\"https:\/\/blog.google\/products\/shopping\/shopping-graph-explained\/\"><span class=\"s1\"> Google published a blog post<\/span><\/a> explaining how the Google Shopping Graph would work to serve customers.<\/p><p class=\"p1\">The Shopping Graph is an <i>\u201cML-powered, real-time data set of the world\u2019s products and sellers. It stores billions of global product listings (more on that next), plus specific information about those products \u2014 like availability, reviews from other shoppers, pros and cons, materials, colors and sizes.\u201d<\/i>\u00a0<\/p><p class=\"p1\">It\u2019s so much more than the specs on the products. Whenever you click on a product listing in AI Overviews, you can see the extensive information and content that informs the result.<\/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-fbd0364 elementor-widget elementor-widget-video\" data-id=\"fbd0364\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/pwa_jcn3b00&quot;,&quot;show_image_overlay&quot;:&quot;yes&quot;,&quot;image_overlay&quot;:{&quot;url&quot;:&quot;http:\\\/\\\/ipullrank.com\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/shopping-tab-ecom.jpg&quot;,&quot;id&quot;:17216,&quot;size&quot;:&quot;&quot;,&quot;alt&quot;:&quot;&quot;,&quot;source&quot;:&quot;library&quot;},&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t\t\t<div class=\"elementor-custom-embed-image-overlay\" style=\"background-image: url(https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom.jpg);\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-custom-embed-play\" role=\"button\" aria-label=\"Play Video\" tabindex=\"0\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-play\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M838 162C746 71 633 25 500 25 371 25 258 71 163 162 71 254 25 367 25 500 25 633 71 746 163 837 254 929 367 979 500 979 633 979 746 933 838 837 929 746 975 633 975 500 975 367 929 254 838 162M808 192C892 279 933 379 933 500 933 621 892 725 808 808 725 892 621 938 500 938 379 938 279 896 196 808 113 725 67 621 67 500 67 379 108 279 196 192 279 108 383 62 500 62 621 62 721 108 808 192M438 392V642L642 517 438 392Z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a32e6e3 elementor-widget elementor-widget-text-editor\" data-id=\"a32e6e3\" 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 class=\"p1\">The future of eCommerce still exists as a content ecosystem. Affiliate content still matters for AI Overviews. Whether niche publishers produce the same type of content is negotiable. It\u2019s probable that affiliate commission from content might drop dramatically. But when one content producer drops, another may take its place. We could also see a bigger move to video affiliate content that monetizes on other channels of search. Maybe RAG LLMs will more effectively incorporate video content in the future. Right now, written content and product listings dominate AI Overviews commercial query results.<\/p><p class=\"p1\">Going back to our example, it\u2019s clear why the first product was listed based on the description from the sourced product review website.<\/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-5cc7b67 elementor-widget elementor-widget-image\" data-id=\"5cc7b67\" 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=\"198\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-1024x253.jpg\" class=\"attachment-large size-large wp-image-17213\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-1024x253.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-300x74.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-768x190.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-1536x380.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-825x204.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge-945x234.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/ecom-content-sge.jpg 1618w\" 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-0aee4d7 elementor-widget elementor-widget-text-editor\" data-id=\"0aee4d7\" 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 class=\"p1\">The blurb directly speaks to the query.<\/p><p class=\"p1\">\u201cA budget-friendly trainer that is a fantastic pick for individuals looking to get back into the sport or who are new to it.\u201d<\/p><p class=\"p1\">Translation: affordable running shoes for beginners.<\/p><p class=\"p1\">Content relevance clearly matters in product listings for AI Overviews.<\/p><p class=\"p1\">Beyond the obvious content relevance factors, the rankings of listings in AI Overviews does not directly map to the listings in Google\u2019s Shopping Tab grid.<\/p><p class=\"p1\">Here\u2019s the AI Overviews Grid:<\/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-ed6f2a0 elementor-widget elementor-widget-image\" data-id=\"ed6f2a0\" 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=\"557\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-1024x713.jpg\" class=\"attachment-large size-large wp-image-17215\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-1024x713.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-300x209.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-768x535.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-1536x1070.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-825x575.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid-945x658.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SGE-products-grid.jpg 1832w\" 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-4bfbe69 elementor-widget elementor-widget-text-editor\" data-id=\"4bfbe69\" 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 class=\"p1\">Here\u2019s the shopping tab grid for the same query:<\/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-7cb4399 elementor-widget elementor-widget-image\" data-id=\"7cb4399\" 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=\"795\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-1024x1017.jpg\" class=\"attachment-large size-large wp-image-17216\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-1024x1017.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-300x298.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-150x150.jpg 150w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-768x763.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-1536x1526.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-825x820.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-945x939.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom-80x80.jpg 80w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/shopping-tab-ecom.jpg 1824w\" 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-3d3a852 elementor-widget elementor-widget-text-editor\" data-id=\"3d3a852\" 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 class=\"p1\">It\u2019s a completely different list of products. SEO Consultant Brodie Clark recently published a comprehensive list of factors that determine <a href=\"https:\/\/brodieclark.com\/google-organic-product-grids\/\"><span class=\"s1\">why certain products rank in organic search product carousels and grids<\/span><\/a>.<\/p><p class=\"p1\">His top factors include:<\/p><ol class=\"ol1\"><li class=\"li1\">Valid items and eligibility<\/li><li class=\"li1\">Exact product match<\/li><li class=\"li1\">An extensive set of information provided<\/li><li class=\"li1\">Maintained various product titles<\/li><li class=\"li1\">Sourced product reviews<\/li><li class=\"li1\">A distinct, competitive edge<\/li><\/ol><p class=\"p1\">These recommendations support many best practices around organic search best practices for eCommerce.\u00a0<\/p><p class=\"p1\">Your products need to be properly implemented in the Shopping Graph. You need social proof. You need as much info as possible for a buyer to make an informed decision. It all leads to a good search experience (Google\u2019s ultimate goal).<\/p><p class=\"p1\">It logically makes sense from the product panel and the explicit mention of products pulled from the Shopping Graph that you should approach your product visibility the same way for RAG LLMs.<\/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-4e50359 elementor-widget elementor-widget-heading\" data-id=\"4e50359\" 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\">Tactics To Incorporate Based on Recent Studies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fbf256 elementor-widget elementor-widget-text-editor\" data-id=\"0fbf256\" 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 class=\"p1\">Content relevance has proven to be a core factor for inclusion in generative output. But what other proactive steps can we take to increase the likelihood that our content is preferable as a citation or brand mention in RAG LLMs?<\/p><p class=\"p1\">In addition to the analysis of large data sets, SEOs, data scientists, and AI engineers are beginning to conduct academic experiments that test theories.<\/p><p class=\"p1\">A group of researchers <a href=\"https:\/\/generative-engines.com\/GEO\/\"><span class=\"s1\">conducted an experiment<\/span><\/a> that proposes the concept of Generative Engine Optimization (GEO).<\/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-fc07518 elementor-widget elementor-widget-image\" data-id=\"fc07518\" 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=\"377\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-1024x483.png\" class=\"attachment-large size-large wp-image-17217\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-1024x483.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-300x142.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-768x362.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-1536x725.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-825x389.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser-945x446.png 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/geo_teaser.png 1916w\" 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-c326b68 elementor-widget elementor-widget-text-editor\" data-id=\"c326b68\" 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 class=\"p1\">The academics set performance benchmarks, tested content formats and types, and analyzed the results in comparison to existing LLMs.<\/p><p class=\"p1\">They identified a few techniques that could offer an advantage for SEOs targeting RAG LLMs.<\/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-47c7cdb elementor-widget elementor-widget-image\" data-id=\"47c7cdb\" 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=\"360\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-1024x461.png\" class=\"attachment-large size-large wp-image-17219\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-1024x461.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-300x135.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-768x346.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-1536x691.png 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-2048x922.png 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-825x371.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/results_qual-945x425.png 945w\" 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-ccf847a elementor-widget elementor-widget-text-editor\" data-id=\"ccf847a\" 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 class=\"p1\">These models still operate as a black box without clear reasons as to what content contributes to the output. It\u2019s logical to conclude that current SEO principles supporting quality content would improve your chances of appearing in the results.<\/p><p class=\"p1\">Data and authority signals would help produce stronger fact-based results that support the goals of the creators of these models. The output needs to be useful and trustworthy. Statistics, citations, and authoritative language help serve that purpose.<\/p><p class=\"p1\">While there\u2019s yet to be conclusive evidence that other techniques provide a definitive advantage, it makes sense that other elements that support the output goals of these models would eventually be rewarded.<\/p><p class=\"p1\">Here are a few specific tactics that your team should consider.<\/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-6bf9bea elementor-widget elementor-widget-heading\" data-id=\"6bf9bea\" 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\">Improve Your Written Content Chunks (The Featured Snippet Approach)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69ae2bc elementor-widget elementor-widget-text-editor\" data-id=\"69ae2bc\" 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 class=\"p1\">Much has been written about <a href=\"https:\/\/ipullrank.com\/how-to-write-content-to-win-featured-snippets\"><span class=\"s1\">writing content that targets featured snippets<\/span><\/a>. Intentionally improve the clarity, usefulness, and authority of specific chunks of your writing that serve a specific intent for your targeted query.\u00a0<\/p><p class=\"p1\">Accurate, concise, and structured responses elevate your chance of being highlighted and likely improve visibility.<\/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-1f34eb7 elementor-widget elementor-widget-heading\" data-id=\"1f34eb7\" 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\">Add FAQs Chunks<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-894839b elementor-widget elementor-widget-text-editor\" data-id=\"894839b\" 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 class=\"p1\">Frequently Asked Questions (FAQs) are a standardized format that specifically mirrors that chunk format that matters for RAG LLMs. FAQs address common user queries and offer direct, valuable information. This approach not only enhances user experience but also aligns with search engines&#8217; preference for content that directly answers specific questions. As RAG LLM searches become more specific and detailed, FAQs become more valuable.<\/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-2249c69 elementor-widget elementor-widget-heading\" data-id=\"2249c69\" 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\">Information Gain<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e76cc9 elementor-widget elementor-widget-text-editor\" data-id=\"4e76cc9\" 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 class=\"p1\">Integrating high-value, information not readily available elsewhere into your content can give you an edge. This concept, known as information gain, involves providing unique insights or data, making your content more valuable and likely to be ranked higher by LLM-driven search algorithms. Expert insights can be an excellent source for this unique information. These chunks can be especially valuable for informational queries.<\/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-1416eec elementor-widget elementor-widget-heading\" data-id=\"1416eec\" 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\">Quotes from Subject Matter Experts (SMEs)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4613ba7 elementor-widget elementor-widget-text-editor\" data-id=\"4613ba7\" 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 class=\"p1\">Speaking of expertise, adding directly attributed quotes from subject matter experts lends credibility and authority to your content. Expert insights offer depth and perspective, boosting the quality of your information. This enhances trustworthiness, a factor that&#8217;s increasingly important in search engine algorithms.<\/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-e8d5429 elementor-widget elementor-widget-heading\" data-id=\"e8d5429\" 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\">Relevant and Fresh Statistics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4df431d elementor-widget elementor-widget-text-editor\" data-id=\"4df431d\" 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 class=\"p1\">Incorporate recent and relevant statistics. It keeps your content current and fact-based. Updated stats ensure your content remains informative and relevant, which is critical for maintaining high search rankings and user engagement.<\/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-c8c8929 elementor-widget elementor-widget-heading\" data-id=\"c8c8929\" 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\">Structured Data (JSON, HTML Structure, On-Page SEO, Technical SEO)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-198d8df elementor-widget elementor-widget-text-editor\" data-id=\"198d8df\" 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;\">Implement structured data, such as JSON-LD, and optimize HTML structures to improve how search engines understand and index your content. On-page and technical SEO, including aspects like rendering and crawling, are fundamental for ensuring your content is accessible and understandable to search engines. The same goes for RAG LLMs.<\/span><\/p><p><span style=\"font-weight: 400;\">Structured data continues to grow in importance for search engines, yet only a slight majority of websites implement 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-62cd3fb elementor-widget elementor-widget-image\" data-id=\"62cd3fb\" 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=\"495\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-1024x633.png\" class=\"attachment-large size-large wp-image-17220\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-1024x633.png 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-300x186.png 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-768x475.png 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-825x510.png 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16-945x584.png 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/download-16.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-6c4b663 elementor-widget elementor-widget-text-editor\" data-id=\"6c4b663\" 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 class=\"p1\"><span class=\"s1\">Source: <a href=\"https:\/\/almanac.httparchive.org\/en\/2022\/structured-data#a-year-in-review\"><span class=\"s2\">https:\/\/almanac.httparchive.org\/en\/2022\/structured-data#a-year-in-review<\/span><\/a><\/span><\/p><p class=\"p3\">As LLMs depend more on Knowledge Graphs to understand attributes of websites, brands, and people, your ability to provide \u2018relationship clues\u2019 with semantically structured data can emerge as a major competitive advantage.<\/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-6aeb864 elementor-widget elementor-widget-heading\" data-id=\"6aeb864\" 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\">Shopping Graph (eCommerce)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-135b62a elementor-widget elementor-widget-text-editor\" data-id=\"135b62a\" 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 class=\"p1\">Speaking of advantageous graphs, for eCommerce brands, integrating with Google\u2019s Shopping Graph allows real-time inventory and pricing updates, enhancing product visibility. This tool connects your products directly with potential buyers, optimizing for transactional search queries.<\/p><p class=\"p1\">As we mentioned above, AI Overviews pulls heavily from the Google Shopping Graph for commercial queries. Anything that includes products in the shopping snapshot would benefit from comprehensive and up-to-date shopping graph data.<\/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-ced2b27 elementor-widget elementor-widget-heading\" data-id=\"ced2b27\" 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\">Testing and Experimenting with AI Overview Content Placement<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8e8d83 elementor-widget elementor-widget-text-editor\" data-id=\"a8e8d83\" 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 class=\"p1\">What about in real time? Can we actually put any of this into play and see our content appear in the AI snapshot?<\/p><p class=\"p1\">For these experiments, we\u2019re going to attempt to adjust the similarity score (cosine similarity) for our target keyword. We will add new content chunks that match the search intent of keyword, add value, and have a higher similarity score than the incumbents using the AI Overview Visualizer.<\/p><p class=\"p1\">We\u2019ll then check in on the keywords daily with the hope that we see our content sourced in the snapshot.<\/p><p class=\"p1\">While we do not expect the results to be sustainable (you may search for the same query on your browser and not see our citation appear), we believe we can scientifically reverse-engineer our content and leverage RAG processes to improve our AI Overviews visibility.<\/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-8ed67d7 elementor-widget elementor-widget-heading\" data-id=\"8ed67d7\" 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\">Experiment 1: Keyword - Enterprise SEO <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-095a0e1 elementor-widget elementor-widget-text-editor\" data-id=\"095a0e1\" 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 class=\"p1\">For this experiment, our website is ranking 46th. Despite falling down the SERPs, we might have an opportunity to capture placement in AI Overviews by improving the similarity score of our competing content chunks.<\/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-f4e8e5e elementor-widget elementor-widget-image\" data-id=\"f4e8e5e\" 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=\"792\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-1024x1014.jpg\" class=\"attachment-large size-large wp-image-17221\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-1024x1014.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-300x297.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-150x150.jpg 150w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-768x761.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-1536x1521.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-2048x2029.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-825x817.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-945x936.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Enterprise-SEO-sge-80x80.jpg 80w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1398ef elementor-widget elementor-widget-text-editor\" data-id=\"e1398ef\" 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 class=\"p1\">The top output includes 4 chunks that rank at 1 (HubSpot), 3 (Backlinko), 5 (SearchEngine Journal), and not in the top 100 (LinkedIn Guest Post). So we can earn a space in that top-definition output.<\/p><p class=\"p1\">Here are the 4 competing definitions, their contributing content chunks, and the similarity scores.<\/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-3f99e28 elementor-widget elementor-widget-heading\" data-id=\"3f99e28\" 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\">Enterprise SEO: Everything You Need to Know - HubSpot - (Similarity Score 87%)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65f81f9 elementor-widget elementor-widget-image\" data-id=\"65f81f9\" 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=\"449\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-1024x575.jpg\" class=\"attachment-large size-large wp-image-17232\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-1024x575.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-300x169.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-768x431.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-1536x863.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-825x463.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO-945x531.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-Enterprise-SEO.jpg 1634w\" 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-24e21c9 elementor-widget elementor-widget-image\" data-id=\"24e21c9\" 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=\"143\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-1024x183.jpg\" class=\"attachment-large size-large wp-image-17222\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-1024x183.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-300x54.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-768x137.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-1536x274.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-2048x366.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-825x147.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/HubSpot-SGE-Chunk-945x169.jpg 945w\" 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-e8baad0 elementor-widget elementor-widget-heading\" data-id=\"e8baad0\" 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\">Enterprise SEO - Backlinko (Similarity Score 73%)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-731fc72 elementor-widget elementor-widget-image\" data-id=\"731fc72\" 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=\"216\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-1024x276.jpg\" class=\"attachment-large size-large wp-image-17231\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-1024x276.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-300x81.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-768x207.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-1536x415.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-825x223.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO-945x255.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-Enterprise-SEO.jpg 1682w\" 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-233f5b5 elementor-widget elementor-widget-image\" data-id=\"233f5b5\" 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=\"152\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-1024x194.jpg\" class=\"attachment-large size-large wp-image-17228\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-1024x194.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-300x57.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-768x145.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-1536x291.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-2048x387.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-825x156.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Backlinko-SGE-945x179.jpg 945w\" 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-5936e4a elementor-widget elementor-widget-heading\" data-id=\"5936e4a\" 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\">Enterprise SEO Guide: Strategies, Tools, &amp; More - Search Engine Journal (Similarity Score 82%)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fef2a7 elementor-widget elementor-widget-image\" data-id=\"8fef2a7\" 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=\"192\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-1024x246.jpg\" class=\"attachment-large size-large wp-image-17230\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-1024x246.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-300x72.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-768x184.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-1536x369.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-825x198.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO-945x227.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Search-engine-Journal-Enterprise-SEO.jpg 1550w\" 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-ce681f7 elementor-widget elementor-widget-image\" data-id=\"ce681f7\" 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=\"121\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-1024x155.jpg\" class=\"attachment-large size-large wp-image-17223\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-1024x155.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-300x46.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-768x117.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-1536x233.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-2048x311.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-825x125.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/SEJ-Chunk-945x143.jpg 945w\" 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-cb32635 elementor-widget elementor-widget-heading\" data-id=\"cb32635\" 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\">Enterprise SEO vs. Traditional SEO: What's the difference?-\u00a0 LinkedIn (Similarity Score 88%)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-772da5b elementor-widget elementor-widget-image\" data-id=\"772da5b\" 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=\"491\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-1024x628.jpg\" class=\"attachment-large size-large wp-image-17234\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-1024x628.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-300x184.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-768x471.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-1536x942.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-825x506.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO-945x580.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Enterprise-SEO.jpg 1656w\" 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-8740ba8 elementor-widget elementor-widget-image\" data-id=\"8740ba8\" 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=\"293\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-1024x375.jpg\" class=\"attachment-large size-large wp-image-17224\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-1024x375.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-300x110.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-768x282.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-1536x563.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-2048x751.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-825x302.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/LinkedIn-Chunk-945x346.jpg 945w\" 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-96f3492 elementor-widget elementor-widget-heading\" data-id=\"96f3492\" 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\">Enterprise Services for Growing Organizations - iPullRank (Similarity Score 66%)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4d6694 elementor-widget elementor-widget-image\" data-id=\"c4d6694\" 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=\"304\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-1024x389.jpg\" class=\"attachment-large size-large wp-image-17229\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-1024x389.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-300x114.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-768x292.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-1536x583.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-2048x778.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-825x313.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Enterprise-SEO-945x359.jpg 945w\" 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-b5dda03 elementor-widget elementor-widget-image\" data-id=\"b5dda03\" 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=\"177\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-1024x227.jpg\" class=\"attachment-large size-large wp-image-17225\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-1024x227.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-300x66.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-768x170.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-1536x340.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-2048x454.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-825x183.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/iPullRank-Chunk-945x209.jpg 945w\" 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-6d7bf73 elementor-widget elementor-widget-text-editor\" data-id=\"6d7bf73\" 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 class=\"p1\">Analyzing the definitions that were pulled into the generated AI Overviews output that defines Enterprise SEO using the AI Overviews Visualizer, iPullRank clearly doesn\u2019t match the similarity score when comparing chunks.\u00a0<\/p><p class=\"p1\">So our first step is to write a better definition that has a score that matches the existing contributors.<\/p><p class=\"p1\"><i>Enterprise SEO is a strategic approach to search engine optimization tailored for large organizations or websites. For enterprises with larger websites and vast volumes of content, it addresses complexities in optimizing technical aspects, crafting strategic content, and ensuring scalability to align with broader corporate goals. This practice emphasizes collaboration across departments, leveraging data for decision-making, and managing compliance to drive long-term search engine success.<\/i><\/p><p class=\"p1\">We published an updated definition with a <strong>competitive similarity score of 86% <\/strong>on February 1st, 2024, we\u2019ll see if this can earn us placement.<\/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-558e5e1 elementor-widget elementor-widget-image\" data-id=\"558e5e1\" 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=\"182\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-1024x233.jpg\" class=\"attachment-large size-large wp-image-17235\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-1024x233.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-300x68.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-768x175.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-1536x349.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-2048x466.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-825x188.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/enterprise-seo-update-945x215.jpg 945w\" 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-92744bf elementor-widget elementor-widget-heading\" data-id=\"92744bf\" 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\">Experiment Outcome: February 5th, 2024<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bb18c1 elementor-widget elementor-widget-text-editor\" data-id=\"6bb18c1\" 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>Our updated snippet has not appeared in the AI Overviews snapshot for Enterprise SEO.<\/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-3431133 elementor-widget elementor-widget-heading\" data-id=\"3431133\" 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\">Experiment 2: Keyword - Robots.txt<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6ac79d elementor-widget elementor-widget-text-editor\" data-id=\"e6ac79d\" 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;\">For the next experiment, we\u2019re going to try to win a placements by creating a bulleted list<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">&nbsp;that might be important enough and have a strong enough similarity score that it would be included.<\/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-84a191a elementor-widget elementor-widget-image\" data-id=\"84a191a\" 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=\"357\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-1024x457.jpg\" class=\"attachment-large size-large wp-image-17226\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-1024x457.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-300x134.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-768x343.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-1536x686.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-2048x915.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-825x368.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/Robots-txt-sge-945x422.jpg 945w\" 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-647d655 elementor-widget elementor-widget-image\" data-id=\"647d655\" 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=\"838\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-978x1024.jpg\" class=\"attachment-large size-large wp-image-17242\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-978x1024.jpg 978w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-287x300.jpg 287w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-768x804.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-1467x1536.jpg 1467w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-825x864.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35-945x989.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.03.35.jpg 1538w\" 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-5043d82 elementor-widget elementor-widget-text-editor\" data-id=\"5043d82\" 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 class=\"p1\">Here\u2019s a bulleted list we\u2019ve added to the page.<\/p><p class=\"p1\"><i>\u201cThings that are commonly included in a robots.txt file:<\/i><\/p><ul class=\"ul1\"><li class=\"li1\"><b><i>User-agent:<\/i><\/b><i> Specifies the web crawler to which the rule applies. A * can be used to apply the rules to all web crawlers.<\/i><\/li><li class=\"li1\"><b><i>Disallow: <\/i><\/b><i>Indicates which URLs or directories the specified web crawlers are not allowed to access.<\/i><\/li><li class=\"li1\"><b><i>Allow: <\/i><\/b><i>Specifies exceptions to the Disallow directives, indicating which URLs or directories the specified web crawlers can access. This is particularly useful for allowing access to a specific file within a disallowed directory.<\/i><\/li><li class=\"li1\"><b><i>Sitemap: <\/i><\/b><i>Provides the URL to the website&#8217;s sitemap, which helps crawlers find and index content more efficiently.<\/i><\/li><li class=\"li1\"><b><i>Crawl-delay: <\/i><\/b><i>Sets the number of seconds a crawler should wait between making requests to the server. This can help manage server load.<\/i><\/li><li class=\"li1\"><b><i>Noindex: <\/i><\/b><i>Directs crawlers not to index specific URLs. However, it&#8217;s important to note that the Noindex directive in a robots.txt file is not officially supported by all search engines, and using meta tags on the page itself is a more reliable method.\u201d<\/i><\/li><\/ul><p>We published an updated definition with a <strong>competitive similarity score of 82% <\/strong>on February 1st, 2024.\u00a0<\/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-69d21e3 elementor-widget elementor-widget-image\" data-id=\"69d21e3\" 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=\"265\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-1024x339.jpg\" class=\"attachment-large size-large wp-image-17244\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-1024x339.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-300x99.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-768x254.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-1536x508.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-2048x677.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-825x273.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/robots.txt-improvement-945x312.jpg 945w\" 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-d957266 elementor-widget elementor-widget-heading\" data-id=\"d957266\" 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\">Experiment Outcome: February 5th, 2024<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3afccee elementor-widget elementor-widget-text-editor\" data-id=\"3afccee\" 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>Our updated snippet has not appeared in the originally targeted AI Overviews snapshot for Robots.txt, but it did show up for the Follow Up search &#8220;What are the different types of robots.txt directives?&#8221;<\/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-2fdcc8b elementor-widget elementor-widget-image\" data-id=\"2fdcc8b\" 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=\"692\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-1024x886.jpg\" class=\"attachment-large size-large wp-image-17236\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-1024x886.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-300x260.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-768x665.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-1536x1329.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-2048x1772.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-825x714.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.11.01-945x818.jpg 945w\" 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-dfa0178 elementor-widget elementor-widget-heading\" data-id=\"dfa0178\" 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\">Experiment 3: Keyword - Media Organization Examples<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5af3a12 elementor-widget elementor-widget-text-editor\" data-id=\"5af3a12\" 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 class=\"p1\">For this final experiment, our article is ranked number 1 for the query <i>Media Organization Examples, <\/i>but we\u2019re not appearing in the AI Overviews breakout.\u00a0<\/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-c92ce5c elementor-widget elementor-widget-image\" data-id=\"c92ce5c\" 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=\"699\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-1024x895.jpg\" class=\"attachment-large size-large wp-image-17233\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-1024x895.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-300x262.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-768x671.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-1536x1342.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-2048x1789.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-825x721.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/media-organization-examples-sge-945x826.jpg 945w\" 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-5468689 elementor-widget elementor-widget-text-editor\" data-id=\"5468689\" 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 class=\"p1\">What\u2019s odd about this AI Overviews output is that the content doesn\u2019t make any sense.\u00a0<\/p><p class=\"p1\">How is Social Media or Billboards a type of media organization? In this case, AI Overviews selects the wrong entity type for \u2018media organization.\u2019<\/p><p class=\"p1\">Our content has a list of specific examples, but not generalized examples. So the expectation here is that we can create a short list of generalized examples, add specifics to them, and see if that will earn us placement.<\/p><p class=\"p1\"><i>\u201cHere are some examples of media organizations:<\/i><\/p><ul class=\"ul1\"><li class=\"li1\"><i>News Media: Entities dedicated to the timely reporting of events and issues across a broad spectrum of topics.<\/i><\/li><li class=\"li1\"><i>Trade Publications: Magazines and websites aimed at professionals in specific industries, offering news, updates, and insights pertinent to their trade.<\/i><\/li><li class=\"li1\"><i>Niche Media: Platforms catering to specialized interests or audiences, offering content tailored to specific hobbies, professions, or demographic groups.<\/i><\/li><li class=\"li1\"><i>Sports Media: Outlets focused on sports news, commentary, and analysis, covering everything from local teams to international competitions.<\/i><\/li><li class=\"li1\"><i>Broadcast Media: Includes television and radio networks and stations that deliver content ranging from news and entertainment to educational programming.<\/i>\u201d<\/li><\/ul><p>We published an updated definition with a <strong>competitive similarity score of 85% <\/strong>on February 1st, 2024.\u00a0<\/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-da84bf0 elementor-widget elementor-widget-image\" data-id=\"da84bf0\" 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=\"161\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-1024x206.jpg\" class=\"attachment-large size-large wp-image-17245\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-1024x206.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-300x60.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-768x155.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-1536x309.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-2048x413.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-825x166.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-15.23.23-945x190.jpg 945w\" 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-b5c7a08 elementor-widget elementor-widget-heading\" data-id=\"b5c7a08\" 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\">Experiment Outcome: February 5th, 2024<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-067e74a elementor-widget elementor-widget-text-editor\" data-id=\"067e74a\" 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>Our updated snippet appears in its own section! We have successfully improved the similarity score and matched the content type to appear in the AI Overviews snapshot.<\/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-25fb1a2 elementor-widget elementor-widget-image\" data-id=\"25fb1a2\" 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=\"727\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-1024x931.jpg\" class=\"attachment-large size-large wp-image-17237\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-1024x931.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-300x273.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-768x698.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-1536x1397.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-2048x1862.jpg 2048w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-825x750.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/02\/new-screenshot-2024-02-05-10.09.59-945x859.jpg 945w\" 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-e1c9439 elementor-widget elementor-widget-text-editor\" data-id=\"e1c9439\" 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>Whether this citation stays in this result remains to be seen, but it&#8217;s achievable like a featured snippet. This process can inform your SEO content strategy going forward for AI Overviews.<\/p><p>Evaluate your article against the targeted keyword for cosine similarity, update it to match the content format output, monitor and track progress.<\/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-e10a5f0 elementor-widget elementor-widget-heading\" data-id=\"e10a5f0\" 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\">RAG LLM Optimization: Uncharted Waters, Hard to Track, Essential to Consider<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0805d75 elementor-widget elementor-widget-text-editor\" data-id=\"0805d75\" 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 class=\"p1\">Being prescriptive on RAG LLM optimization isn\u2019t irresponsible. It\u2019s a smart way to future-proof your digital presence because it depends on the fundamental SEO and content quality concepts that we stand by. You see talking heads argue and discuss the ethics and commercial risks of AI-powered chatbots. It\u2019s easy to ignore the developments of search and online visibility and fight to protect your IPs by any means necessary. That\u2019s the wrong move.\u00a0<\/p><p class=\"p1\">Recently, the New York Times submitted <a href=\"https:\/\/techcrunch.com\/2024\/01\/08\/openai-claims-ny-times-copyright-lawsuit-is-without-merit\/\"><span class=\"s1\">a massive lawsuit against OpenAI<\/span><\/a> for copyright infringement. Guess who is currently <a href=\"https:\/\/www.threads.net\/@zseward\/post\/C2upYZZOEVT\"><span class=\"s1\">hiring AI engineers for generative AI journalism initiatives<\/span><\/a>?<\/p><p class=\"p1\">It\u2019s a BlockBuster moment for many brands. Nobody is arguing that it\u2019s fair or easy. But creating high-quality content, reevaluating your business models, and allowing your brand to participate in and even dominate the conversations is an important choice and roadmap moving forward.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2aa3c09 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2aa3c09\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55e3c56\" data-id=\"55e3c56\" 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-bc259fe elementor-widget elementor-widget-template\" data-id=\"bc259fe\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"17351\" class=\"elementor elementor-17351\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-51a09b09 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"51a09b09\" 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-2238df9f\" data-id=\"2238df9f\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7fba21b9 elementor-widget elementor-widget-heading\" data-id=\"7fba21b9\" 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\">Next Steps<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d80b72f elementor-widget elementor-widget-text-editor\" data-id=\"d80b72f\" 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;\">Here are three ways iPullRank can help you combine SEO and content to earn visibility for your business and drive revenue:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Schedule a 30-Minute Strategy Session: <\/b><span style=\"font-weight: 400;\">Share your biggest SEO and content challenges so we can put together a custom discovery deck after looking through your digital presence. No one-size-fits-all solutions, only tailored advice to grow your business.<\/span><a href=\"https:\/\/ipullrank.com\/contact\"><span style=\"font-weight: 400;\"> Schedule your consultation session now<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li><li aria-level=\"1\"><strong>Get Our Newsletter:<\/strong> AI is reshaping search. The Rank Report gives you signal through the noise, so your brand doesn\u2019t just keep up, it leads. <a href=\"https:\/\/ipullrank.com\/rank-report\">Subscribe to the Rank Report.<\/a><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Enhance Your Content&#8217;s Relevance with Relevance Doctor:<\/b><span style=\"font-weight: 400;\"> Not sure if your content is mathematically relevant? Use Relevance Doctor to test and improve your content&#8217;s relevancy, ensuring it ranks for your targeted keywords.<\/span><a href=\"https:\/\/ipullrank.com\/tools\/relevance-doctor\"><span style=\"font-weight: 400;\"> Test your content relevance today<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Want more? Visit <\/span><a href=\"https:\/\/ipullrank.com\/blog\">our blog<\/a> <span style=\"font-weight: 400;\">for access to past webinars, exclusive guides, and insightful blogs crafted by our team of experts.\u00a0<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1c614a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c614a6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a936ff9\" data-id=\"a936ff9\" 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-828f8f7 elementor-widget elementor-widget-image\" data-id=\"828f8f7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-1024x512.jpg\" class=\"attachment-large size-large wp-image-17685\" alt=\"\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-1024x512.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-300x150.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-768x384.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-825x413.jpg 825w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1-945x473.jpg 945w, https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/06\/Untitled-1200-x-800-px-1.jpg 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c875eb2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c875eb2\" 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-9f3c536\" data-id=\"9f3c536\" 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-1fad3b4 elementor-widget elementor-widget-html\" data-id=\"1fad3b4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n  hbspt.forms.create({\n    region: \"na1\",\n    portalId: \"738796\",\n    formId: \"1b24fe03-b70b-4a4e-8fbb-1b463906cced\"\n  });\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>With AI technology threatening the time-space continuum of organic search, SEOs are on the verge of an existential crisis.\u00a0 Should we panic? Yes and no. Appearing in a static Large Language Model (LLM), like ChatGPT-3.5, might be valuable for brand visibility, but it won\u2019t send traffic to your website. Instead, this post will focus on [&hellip;]<\/p>\n","protected":false},"author":52,"featured_media":18444,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[229,227,26,228],"tags":[],"diagnosis-deliverable":[],"class_list":["post-17165","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-overviews","category-generative-ai","category-seo","category-sge"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How To Optimize for AI Overviews<\/title>\n<meta name=\"description\" content=\"With Google&#039;s rollout of AI Overviews (SGE), discover what you can do to show up in the AI snapshot and protect your brand from traffic loss.\" \/>\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\/optimize-content-for-sge\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How To Optimize for AI Overviews\" \/>\n<meta property=\"og:description\" content=\"With Google&#039;s rollout of AI Overviews (SGE), discover what you can do to show up in the AI snapshot and protect your brand from traffic loss.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ipullrank.com\/optimize-content-for-sge\" \/>\n<meta property=\"og:site_name\" content=\"iPullRank\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-06T14:28:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-01T13:30:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2024\/05\/The-SEO-Weekly-Feature-44.jpg\" \/>\n\t<meta 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