
{"id":20740,"date":"2026-01-08T07:00:00","date_gmt":"2026-01-08T12:00:00","guid":{"rendered":"https:\/\/ipullrank.com\/?p=20740"},"modified":"2026-01-08T08:59:16","modified_gmt":"2026-01-08T13:59:16","slug":"query-fanout-how-to","status":"publish","type":"post","link":"https:\/\/ipullrank.com\/query-fanout-how-to","title":{"rendered":"Query Fan-Out in Practice: Turning One Search into an Omnimedia Content Plan"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20740\" class=\"elementor elementor-20740\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a56abdd e-flex e-con-boxed e-con e-parent\" data-id=\"a56abdd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b72b82 elementor-widget elementor-widget-spacer\" data-id=\"9b72b82\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a51f189 elementor-widget elementor-widget-text-editor\" data-id=\"a51f189\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">If you\u2019re a marketer, you&#8217;ve probably invested heavily in <em>content<\/em> marketing over the years, but the Organic Search payoff isn&#8217;t delivering, and you&#8217;re questioning your SEO strategy.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">For example, for those in the finance industry, your retirement planning guides might rank pretty well, your pages explaining investment strategies get decent traffic, and your calculator tools actually help people. But maybe lately, something feels off.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Your rankings are holding steady, yet Organic Search traffic keeps declining. Is this the impact of AI Search?\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Maybe you&#8217;re barely showing up in AI Overviews or AI Mode results for topics that are core to your business goals, and when potential clients ask ChatGPT or Perplexity about retirement planning, your firm doesn&#8217;t get mentioned at all.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The problem might be that you have an outdated perspective on SEO. You&#8217;re familiar with optimizing for single keywords, but that\u2019s not how it works in AI Search. AI Search Platforms are leveraging <\/span><a href=\"https:\/\/ipullrank.com\/ai-search-manual\/query-fan-out\"><span style=\"font-weight: 400;\">query fan-out<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">When someone searches for &#8220;What&#8217;s the best way to save for retirement,&#8221; Google&#8217;s Gemini is simultaneously running dozens of related searches for AI Overviews, such as 401(k) contribution limits, Roth IRA comparisons, retirement calculators, savings benchmarks by age, and common mistakes to avoid. If your content doesn&#8217;t include passages that satisfy your search across all of these relevant sub-queries, you&#8217;re losing visibility, brand awareness, <\/span><span style=\"font-weight: 400;\">and<\/span><span style=\"font-weight: 400;\"> performance metrics.<\/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-fabbb6a elementor-widget elementor-widget-image\" data-id=\"fabbb6a\" 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=\"635\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/11\/query-fanout-1024x813.jpg\" class=\"attachment-large size-large wp-image-20582\" alt=\"Query fanout\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/11\/query-fanout-1024x813.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/11\/query-fanout-300x238.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/11\/query-fanout-768x610.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/11\/query-fanout.jpg 1239w\" 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-8114a93 elementor-widget elementor-widget-text-editor\" data-id=\"8114a93\" 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;\">So what\u2019s a better, more modern strategy for AI Search? <\/span><span style=\"font-weight: 400;\">Let\u2019s approach this problem using a fictional mid-sized financial services firm as an example. I&#8217;ll walk through the complete process: map out fan-out queries, analyze what actually ranks and gets cited by AI (including which formats and sources dominate), and build an omnimedia content plan. You can\u2019t only worry about your owned properties, like your website. You need to cover every channel that contributes to AI Search results: YouTube, Reddit, industry trades, and every other channel where your prospects are searching.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Let\u2019s get started.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1f99db elementor-widget elementor-widget-heading\" data-id=\"d1f99db\" 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\">What Is Query Fan-Out and Why Does It Matter for SEO Now?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-faed28c elementor-widget elementor-widget-text-editor\" data-id=\"faed28c\" 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;\">Today, your content might rank on page one for your target keyword and still be invisible in AI Search results, and a lot of that has to do with query fan-out.<\/span><\/p><p><span style=\"font-weight: 400;\">Query fan-out is the process by which AI systems and modern search engines expand a single user query into related sub-queries that run simultaneously in the background. Rather than treating your search as an isolated request, these systems interpret it as a starting point for exploration.<\/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-f080cac elementor-widget elementor-widget-image\" data-id=\"f080cac\" 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=\"723\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/How-AI-Search-Expand-Queires-02-1-1024x925.jpg\" class=\"attachment-large size-large wp-image-20716\" alt=\"How query fan-out adapts to each other\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/How-AI-Search-Expand-Queires-02-1-1024x925.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/How-AI-Search-Expand-Queires-02-1-300x271.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/How-AI-Search-Expand-Queires-02-1-768x694.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/How-AI-Search-Expand-Queires-02-1.jpg 1366w\" 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-c75d437 elementor-widget elementor-widget-text-editor\" data-id=\"c75d437\" 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;\">When you ask Google a question in AI Mode, what appears to be one search is actually dozens or even hundreds of synthetic queries working in parallel. As Mike King explained <\/span><a href=\"https:\/\/ipullrank.com\/how-ai-mode-works\"><span style=\"font-weight: 400;\">in his detailed technical analysis<\/span><\/a><span style=\"font-weight: 400;\">, these include:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Related queries that are semantically adjacent to your original search.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Implicit queries that capture what you likely meant but didn&#8217;t explicitly state.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Comparative queries that help you make decisions between options.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Personalized queries tailored to your search history, location, and behavioral patterns.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Mike\u2019s research into Google&#8217;s patent applications revealed that it uses large language models like Gemini to generate these synthetic queries through structured prompting that emphasizes intent diversity, lexical variation, and entity-based reformulations. (If this feels like too much jargon, revisit <\/span><a href=\"https:\/\/ipullrank.com\/ai-search-manual\/ir-evolution\"><span style=\"font-weight: 400;\">Chapter 6 of our AI Search Manua<\/span><\/a><span style=\"font-weight: 400;\">l, where we discuss some of these fundamentals that influence information retrieval.)<\/span><\/p><p><span style=\"font-weight: 400;\">Modern AI Search systems use query fan-out to understand and satisfy your full search intent.<\/span><\/p><p><span style=\"font-weight: 400;\">This approach enables AI systems to:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Synthesize comprehensive answers by pulling all relevant information.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Build reasoning chains that connect different aspects of a topic logically.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Anticipate follow-up questions before users ask them.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Diversify information sources to avoid relying on a single perspective.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">The query fan-out process helps ensure that AI-generated responses are robust, multi-dimensional, and genuinely helpful.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d97819 elementor-widget elementor-widget-video\" data-id=\"8d97819\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=5ZZUWn2s6s4&amp;pp=ygUSdGVjaCBzZW8gbWlrZSBraW5n&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-72a5e39 elementor-widget elementor-widget-spacer\" data-id=\"72a5e39\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c01c714 elementor-widget elementor-widget-heading\" data-id=\"c01c714\" 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\">Helping a Financial Brand Win Retirement Searches\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74670ed elementor-widget elementor-widget-text-editor\" data-id=\"74670ed\" 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;\">What\u2019s the practical application?<\/span><\/p><p><span style=\"font-weight: 400;\">Let\u2019s say you\u2019re working with a mid-sized financial services firm specializing in retirement planning and investment management.<\/span><\/p><p><span style=\"font-weight: 400;\">Their primary business goal is to increase qualified leads from people actively researching retirement planning options. To achieve this, they need to earn more visibility in search than direct and indirect competitors.<\/span><\/p><p><span style=\"font-weight: 400;\">This company\u2019s core audience persona is a mid-career professional in their 40s, earning over $90K annually, who has been contributing to a 401(k) for years. They have a couple of kids who are in high school and parents who have retired, so now they\u2019re thinking about their own financial future.<\/span><\/p><p><span style=\"font-weight: 400;\">The core audience also:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Have accumulated some retirement savings but lack confidence in their strategy.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Feel overwhelmed by financial jargon and competing advice.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Want personalized guidance but aren&#8217;t ready to commit to a financial advisor.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Increasingly turn to AI Search tools for quick answers to complex financial questions.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">This person doesn&#8217;t search for &#8220;financial advisor near me&#8221; or &#8220;best IRA provider\u201d (at least not yet). They start with broader, more exploratory questions.<\/span><\/p><p><span style=\"font-weight: 400;\">So, we\u2019re going to ask a broad question to start our search.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fd2f46 elementor-widget elementor-widget-heading\" data-id=\"0fd2f46\" 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\">The Query\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff3c0a7 elementor-widget elementor-widget-text-editor\" data-id=\"ff3c0a7\" 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 this analysis, we&#8217;ll focus on a query that represents the prospective customer\u2019s starting point in the retirement planning journey:<\/span><\/p><p><strong>&#8220;What&#8217;s the best way to save for retirement?&#8221;<\/strong><\/p><p><span style=\"font-weight: 400;\">This question is exploratory rather than transactional, requires synthesized information from multiple sources, and triggers dozens of related questions that the searcher hasn&#8217;t yet articulated.<\/span><\/p><p><span style=\"font-weight: 400;\">A little digging around in Ahrefs showed that this question is a difficult keyword for which to rank. The more succinct \u201cbest way to save for retirement\u201d is more popular than the question form, which isn\u2019t surprising. People tend to ask full questions to LLMs rather than Google these days.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa11599 elementor-widget elementor-widget-image\" data-id=\"aa11599\" 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=\"520\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1024x665.jpg\" class=\"attachment-large size-large wp-image-20742\" alt=\"Ahrefs keyword research\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1024x665.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-300x195.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-768x498.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1536x997.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement.jpg 1812w\" 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-245e594 elementor-widget elementor-widget-text-editor\" data-id=\"245e594\" 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;\">We can also see where this phrase appears most often, including sites for the Department of Labor, Trinity College, Fidelity, Merrill Edge, Bankrate, and Reddit (remember these sites because they\u2019ll appear often later in our research).\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-054641f elementor-widget elementor-widget-image\" data-id=\"054641f\" 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=\"520\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites-1024x665.jpg\" class=\"attachment-large size-large wp-image-20741\" alt=\"Ahrefs retirement keyword data\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites-1024x665.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites-300x195.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites-768x498.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites-1536x997.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-sites.jpg 1812w\" 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-cf596bf elementor-widget elementor-widget-text-editor\" data-id=\"cf596bf\" 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;\">But for the financial company, ranking well for this single query in traditional search isn&#8217;t enough. They need to appear across all subqueries about 401(k) contribution limits, retirement calculators, average retirement savings by age, and much more.<\/span><\/p><p><span style=\"font-weight: 400;\">Now that we\u2019ve researched the initial query, let\u2019s get to the query fan-out.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96de4d2 elementor-widget elementor-widget-heading\" data-id=\"96de4d2\" 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\">Generating a Query Fan-Out with Qforia\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d77a79 elementor-widget elementor-widget-text-editor\" data-id=\"5d77a79\" 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;\">Qforia is a tool developed by <a href=\"https:\/\/ipullrank.com\/resources\/best-of-mike-king\">Mike King<\/a> at iPullRank to simulate a query fan-out. Begin by visiting <\/span><a href=\"https:\/\/ipullrank.com\/tools\/qforia\"><span style=\"font-weight: 400;\">the Qforia site<\/span><\/a><span style=\"font-weight: 400;\">, then enter a paid Gemini API key (the free ones won\u2019t work) and enter your query. After a few moments of thinking, your results will appear:<\/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-2066f70 elementor-widget elementor-widget-image\" data-id=\"2066f70\" 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=\"403\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-1024x516.jpg\" class=\"attachment-large size-large wp-image-20759\" alt=\"Qforia results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-1024x516.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-300x151.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-768x387.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-1536x774.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Qforia-2048x1032.jpg 2048w\" 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-c3e7620 elementor-widget elementor-widget-text-editor\" data-id=\"c3e7620\" 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;\">Qforia leverages the same Gemini model used by AI Overviews and AI Mode, so the output is still probabilistic, but the goal is accuracy, not precision. Plus, Mike\u2019s tool bakes in a lot of useful information to the results:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The \u201cquery\u201d column shows you other related queries.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The \u201ctype\u201d column shows you what kind of question the query is likely asking. Is it comparative like a 401K vs. Roth IRA or personalized like \u201cretirement savings strategies for someone in their 30s\u201d?\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The \u201cuser intent\u201d column tells you what the searcher is looking for with a particular query. Do they need to understand the basic options? Are they seeking advice tailored to a specific life stage? These classifications help you group your queries based on who is asking and why.\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07da8c4 elementor-widget elementor-widget-image\" data-id=\"07da8c4\" 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=\"531\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-1024x680.jpg\" class=\"attachment-large size-large wp-image-20756\" alt=\"Intents column from Qforia\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-1024x680.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-300x199.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-768x510.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-1536x1019.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/intents-2048x1359.jpg 2048w\" 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-df15f30 elementor-widget elementor-widget-text-editor\" data-id=\"df15f30\" 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;\">Implicit and personalized queries seem to be common in this fan-out, showing that asking about the best way to save for retirement can be very specific to a certain person.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Another useful bit of data is the \u201cformat reason\u201d column. This is a relatively new feature of Qforia that lays out what type of content would be best to answer the query, be it a guide, article, table, interactive tool, etc.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-303c3c5 elementor-widget elementor-widget-image\" data-id=\"303c3c5\" 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=\"470\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-1024x601.jpg\" class=\"attachment-large size-large wp-image-20746\" alt=\"Format column in Qforia\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-1024x601.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-300x176.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-768x451.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-1536x901.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/format-2048x1202.jpg 2048w\" 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-2194422 elementor-widget elementor-widget-text-editor\" data-id=\"2194422\" 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;\">In this example, Qforia suggests a table for a side-by-side comparison of 401Ks and Roth IRAs. And for \u201cretirement savings strategies for someone in their 30s\u201d, it recommends a checklist with actionable steps to take. The \u201csteps to open an IRA account\u201d phrase is another implicit query that would benefit from a numbered or bulleted step-by-step list to follow.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The query \u201cwhat is an employer 401K match\u201d is considered to be a frequently asked question, so Qforia recommends answering it within an FAQ page about retirement benefits. An interactive tool seems to be the best way to help someone answer \u201chow much money should I save for retirement?\u201d<\/span><\/p><p><span style=\"font-weight: 400;\">Now that we\u2019ve performed our fan-out research, let\u2019s take a look at the search engine results pages (SERPs) and see what we can learn.<\/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-846522c elementor-widget elementor-widget-heading\" data-id=\"846522c\" 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\">Analyzing the SERPs for Fan-Out Queries\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6a9931 elementor-widget elementor-widget-text-editor\" data-id=\"b6a9931\" 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 this experiment, I will choose five of the fan-out queries Qforia suggested (in addition to our original query) and see what the SERPs look like for each:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Beginner\u2019s guide to saving for retirement<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What are the different types of retirement accounts?<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How much money should I save for retirement?\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Retirement savings strategies for someone in their 30s<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Common retirement savings mistakes to avoid<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Let\u2019s start with the SERP for the initial query: What\u2019s the best way to save for retirement?<\/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-2f7bfea elementor-widget elementor-widget-image\" data-id=\"2f7bfea\" 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=\"432\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-original-query-results.jpg\" class=\"attachment-large size-large wp-image-20769\" alt=\"SERP\" \/>\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-5c1fa5e elementor-widget elementor-widget-text-editor\" data-id=\"5c1fa5e\" 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;\">Once you get past the litany of sponsored posts and the AI Overview, the rest of the results give a wide range of helpful resources. There are top 10 lists of tips from Merrill Edge and the U.S. Department of Labor, Reddit and Quora forum answers, YouTube videos, and articles from universities and credit unions.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bankrate even offers a retirement calculator to estimate how much you should save, even though I didn\u2019t even ask that yet (we\u2019ll see if it shows up again later for that query).\u00a0<\/span><\/p><table><tbody><tr><td><p><b>Business<\/b><\/p><\/td><td><p><b>Media Type<\/b><\/p><\/td><td><p><b>Content Type<\/b><\/p><\/td><td><p><b>Website Type<\/b><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">U.S. Dept. of Labor<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">PDF article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle\u00a0<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Government site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Reddit<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum posts<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Various<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Trinity College<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Beginner\u2019s guide<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">College site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Texas Hospital Association<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Bankrate<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Calculator<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Space Coast Credit Union<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">California Credit Union<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">When it comes to the AI Overview and AI Mode results, they both offer a bulleted list of strategies for saving. The AI Overview is more detailed, though, with a table showing the different types of retirement accounts and an action plan to follow:<\/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-2f8e4ad elementor-widget elementor-widget-image\" data-id=\"2f8e4ad\" 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=\"668\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-668x1024.jpg\" class=\"attachment-large size-large wp-image-20762\" alt=\"AI Overview results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-668x1024.jpg 668w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-196x300.jpg 196w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-768x1178.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-1001x1536.jpg 1001w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-1335x2048.jpg 1335w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/AI-Overview-result-scaled.jpg 1669w\" sizes=\"(max-width: 668px) 100vw, 668px\" \/>\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-e573a19 elementor-widget elementor-widget-image\" data-id=\"e573a19\" 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=\"828\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1-989x1024.jpg\" class=\"attachment-large size-large wp-image-20743\" alt=\"AI Mode results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1-989x1024.jpg 989w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1-290x300.jpg 290w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1-768x795.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1-1484x1536.jpg 1484w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/ahrefs-save-for-retirement-1.jpg 1813w\" 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-de97697 elementor-widget elementor-widget-text-editor\" data-id=\"de97697\" 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;\">Now let\u2019s see the results for \u201cBeginner\u2019s guide to saving for retirement\u201d:<\/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-145cfaa elementor-widget elementor-widget-image\" data-id=\"145cfaa\" 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=\"435\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-beginners-guide-to-retirement.jpg\" class=\"attachment-large size-large wp-image-20770\" alt=\"SERP\" \/>\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-71cb2fe elementor-widget elementor-widget-text-editor\" data-id=\"71cb2fe\" 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;\">We see many similar results to the original query, such as the \u201c6 Essential Steps\u201d video, the \u201cRetirement 101\u201d article from Trinity College, the \u201ctop 10 ways to prepare for retirement\u201d article from the U.S. Department of Labor, and the Reddit thread on how to start saving for retirement. The AI Overview was also another list of tips and steps to take to save.\u00a0<\/span><\/p><table><thead><tr><th><p><b>Business<\/b><\/p><\/th><th><p><b>Media Type<\/b><\/p><\/th><th><p><b>Content Type<\/b><\/p><\/th><th><p><b>Website Type<\/b><\/p><\/th><\/tr><\/thead><tbody><tr><td><p><span style=\"font-weight: 400;\">NerdWallet<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Calculator<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Interactive<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">SuperGuy<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Video<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">List<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand account<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Trinity College<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">College site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Amazon (Author Dan Clay)<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Book<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">U.S. Dept. of Labor<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">PDF article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Government site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Bankrate<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Reddit<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum posts<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Multiple<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">The process can be applied to every fan-out sub-query, but here we want to focus on the organic rankings.<\/span><\/p><p><span style=\"font-weight: 400;\">Next up is \u201cWhat are the different types of retirement accounts?\u201d:\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a834b68 e-flex e-con-boxed e-con e-parent\" data-id=\"a834b68\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-454b72e elementor-widget elementor-widget-image\" data-id=\"454b72e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"416\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-types-of-accounts.jpg\" class=\"attachment-large size-large wp-image-20771\" alt=\"\" \/>\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-1770df9 elementor-widget elementor-widget-text-editor\" data-id=\"1770df9\" 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;\">This query is very specific, and so the results were highly specific lists of definitions. The AI Overview and AI Mode both had the same bullet lists, and the rest of the SERP featured articles from sources like Charles Schwab, Northwestern Mutual, and American Express that were all laid out in list form.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">There\u2019s also a \u201cpeople also ask\u201d section at the top of this query with even more related and highly specific questions.<\/span><\/p><p>\u00a0<\/p><table><thead><tr><th><p><b>Business<\/b><\/p><\/th><th><p><b>Media Type<\/b><\/p><\/th><th><p><b>Content Type<\/b><\/p><\/th><th><p><b>Website Type<\/b><\/p><\/th><\/tr><\/thead><tbody><tr><td><p><span style=\"font-weight: 400;\">IRS<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Table of contents<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Links to informative webpages on the site<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Government site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Fidelity<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">U.S. Dept. of Labor<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Government site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Thrivent<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Reddit<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum posts<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Multiple<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Equifax<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Charles Schwab<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Northwestern Mutual<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">American Express<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><p><span style=\"font-weight: 400;\">As for \u201cHow much money should I save for retirement?\u201d:<\/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-680232a elementor-widget elementor-widget-image\" data-id=\"680232a\" 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=\"763\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-1024x976.jpg\" class=\"attachment-large size-large wp-image-20752\" alt=\"How much to save SERP results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-1024x976.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-300x286.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-768x732.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-1536x1464.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-how-much-to-save-2048x1953.jpg 2048w\" 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-a8dd395 elementor-widget elementor-widget-text-editor\" data-id=\"a8dd395\" 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;\">The results consisted of:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Articles that all gave the same recommendation: save between 10 and 15% of your annual income, implying that it really is a best practice that everyone follows (or simply everyone is copying each other\u2019s advice).\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A couple of retirement calculator tools from NerdWallet and Merrill Edge but there weren\u2019t nearly as many as I expected to see (maybe they are difficult to build or not very accurate), so perhaps our financial organization can capitalize on that with a better one.\u00a0<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Based on the lack of diversity in results, it would appear that Google feels this question has already been answered and nothing else is needed.<\/span><\/p><table><tbody><tr><td><p><b>Business<\/b><\/p><\/td><td><p><b>Media Type<\/b><\/p><\/td><td><p><b>Content Type<\/b><\/p><\/td><td><p><b>Website Type<\/b><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">NerdWallet<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Calculator<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Interactive<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Citizens Bank<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Texas Hospital Association<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">The People\u2019s Bank<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Merrill Edge<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Calculator<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Interactive<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Brookings<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">The AI Overview had some recommended guidelines, a table with age-based benchmarks for saving, and a list of methods to estimate how much, including a link to the NerdWallet calculator. The same result was found in AI Mode.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The query \u201cRetirement savings strategies for someone in their 30s\u201d gave a bunch of highly specific results mainly consisting of articles and videos making recommendations. The results even had a \u201cfind related products and services\u201d section, implying that this query is so bottom of the funnel that people searching this very specific query probably want to select an actual account\/financial institution.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">However, one thing to note is that some of the results misunderstood the question. The article from Farther Financial talks about early retirement, as in how to retire when you\u2019re in your 30s instead of starting to plan in your 30s.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Overall, nothing linked on this SERP was a repeat of the other queries:<\/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-9a921ff elementor-widget elementor-widget-image\" data-id=\"9a921ff\" 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=\"369\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-30s.jpg\" class=\"attachment-large size-large wp-image-20772\" alt=\"\" \/>\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-408529a elementor-widget elementor-widget-text-editor\" data-id=\"408529a\" 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<table><tbody><tr><td><p><b>Business<\/b><\/p><\/td><td><p><b>Media Type<\/b><\/p><\/td><td><p><b>Content Type<\/b><\/p><\/td><td><p><b>Website Type<\/b><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Securian Financial<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Reddit<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum posts<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Multiple<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Forum<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Fidelity<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Bankrate<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Thrivent<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Hancock Whitney<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">MassMutual<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Farther Financial<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">America\u2019s Wealth Management Show &#8211; YouTube<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Video<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational podcast<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand account<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">Aside from a few videos up top, the results for \u201cCommon retirement savings mistakes to avoid\u201d were hilariously all list articles ranging from 10 important tips to 5 mistakes to avoid. AI Mode and the AI Overview simply listed out the mistakes grabbed from many of the articles listed on the SERP:<\/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-93c4eec elementor-widget elementor-widget-image\" data-id=\"93c4eec\" 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=\"620\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-620x1024.jpg\" class=\"attachment-large size-large wp-image-20774\" alt=\"SERP results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-620x1024.jpg 620w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-182x300.jpg 182w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-768x1269.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-930x1536.jpg 930w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-1240x2048.jpg 1240w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Google-SERP-mistakes-results-scaled.jpg 1550w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\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-57613c4 elementor-widget elementor-widget-text-editor\" data-id=\"57613c4\" 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<table><tbody><tr><td><p><b>Business<\/b><\/p><\/td><td><p><b>Media Type<\/b><\/p><\/td><td><p><b>Content Type<\/b><\/p><\/td><td><p><b>Website Type<\/b><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">T. Rowe Price &#8211; YouTube<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Video<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand account<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">CBS Philadelphia &#8211; YouTube<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Video<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">News story<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">News station account<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">MeaningfulMoney &#8211; YouTube<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Video<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand account<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Louisiana Office of Financial Institutions\u00a0<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">PDF Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Informational<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Government site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Morgan Stanley<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><tr><td><p><span style=\"font-weight: 400;\">Charles Schwab<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Article<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Listicle<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Brand site<\/span><\/p><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><p><span style=\"font-weight: 400;\">Next, we\u2019re going to look at all these results together and start analyzing what it all means.\u00a0<br \/><br \/><\/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-1880919 elementor-widget elementor-widget-heading\" data-id=\"1880919\" 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\">Matching Content Formats to Intent\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94405db elementor-widget elementor-widget-text-editor\" data-id=\"94405db\" 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;\">It\u2019s clear that format choice matters just as much as topic choice. As we\u2019ve seen from the screenshots, the SERPs seem to favor list articles, videos, and interactive calculator tools.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">One thing I noticed (and was pretty excited about) was how many reputable sources were cited. Actual financial institutions with experience in the subject matter like Fidelity, Charles Schwab, Wells Fargo, and others topped the SERPs and were cited in AI Overviews and AI Mode. I read the AI Overviews and actually believed they were telling the truth, which isn\u2019t something that happens often.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This is great for the people doing the searching, but a challenge for our financial organization to overcome in rankings. They will have to work hard to produce the kind of content that can compete with these huge firms. But thanks to our query fan-out and SERP research, we know what type of content ranks well to give them an idea of where to focus their marketing efforts.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">However, it\u2019s also important to consider the fact that a new type of content that hasn\u2019t been seen on the SERPs like an FAQ page or guide might capture more eyeballs than the same listicle over and over. It\u2019s all about experimentation and seeing what works.<\/span><\/p><p><span style=\"font-weight: 400;\">A successful content strategy will need to be creative, helpful, and omnimedia to focus on every search channel in order to compete on these SERPs.<\/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-8bf3dd3 elementor-widget elementor-widget-heading\" data-id=\"8bf3dd3\" 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\">Expanding Beyond Web Pages into Omnimedia\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2152bcc elementor-widget elementor-widget-text-editor\" data-id=\"2152bcc\" 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;\">What is an <\/span><a href=\"https:\/\/ipullrank.com\/omnimedia-ecommerce-strategy\"><span style=\"font-weight: 400;\">omnimedia and omnichannel strategy<\/span><\/a><span style=\"font-weight: 400;\">? It focuses on everything in every channel and in every media format: videos on YouTube, text in Reddit forums, social media, review site tables, TikTok videos, literally anywhere a person can search for something.<\/span><\/p><p><span style=\"font-weight: 400;\">In our finance company example, there weren\u2019t any instances of social media or TikTok posts showing up in the SERPs, but we did see quite a few YouTube videos and Reddit and Quora forum posts.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">I looked at the same queries in a few LLMs (ChatGPT, Gemini, and Perplexity) to analyze their results. Rather than inundate you with mountains of screenshots, I will just sum up the findings for a few of the queries. I started with the original query of \u201cWhat&#8217;s the best way to save for retirement\u201d:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ChatGPT&#8217;s answer was a simple list explaining the types of retirement accounts, a recommended target percentage of income to save, and some tips for smart saving. I didn\u2019t see any links or citations in this summary.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini focused on tables that could be exported to Google Sheets that showed age benchmarks and how to choose the right account type. At the bottom, there was a sources button that opened a window on the right with a list of sources including AARP, T. Rowe Price, Fidelity, and Empower.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Perplexity offered links to cited sources throughout its summary after each section, which included Guardian, Schwab, Vanguard, and even Reddit.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92e9ecf elementor-widget elementor-widget-image\" data-id=\"92e9ecf\" 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=\"965\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-849x1024.jpg\" class=\"attachment-large size-large wp-image-20758\" alt=\"Perplexity results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-849x1024.jpg 849w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-249x300.jpg 249w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-768x926.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-1274x1536.jpg 1274w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-1699x2048.jpg 1699w\" 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-0b1fd31 elementor-widget elementor-widget-text-editor\" data-id=\"0b1fd31\" 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 \u201cBeginner\u2019s guide to saving for retirement\u201d prompt:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ChatGPT had an overly simplistic list of steps with no cited sources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Perplexity had a 5-step list with cited sources throughout (mainly the same ones cited the last time like Schwab and Fidelity).\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini had a 3-step list, a table of benchmarks, and a checklist, but the most interesting part for me was it specifically recommended several companies with which to open a Roth IRA. This is important for brands to note. With enough content on this topic, financial companies could be added to this list:\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd2bf3e elementor-widget elementor-widget-image\" data-id=\"bd2bf3e\" 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=\"552\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-1024x706.jpg\" class=\"attachment-large size-large wp-image-20747\" alt=\"Beginners guide Gemini results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-1024x706.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-300x207.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-768x530.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-1536x1060.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-beginners-guide-2048x1413.jpg 2048w\" 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-e4966d2 elementor-widget elementor-widget-text-editor\" data-id=\"e4966d2\" 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 query of \u201cWhat are the different types of retirement accounts\u201d:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ChatGPT gave a list with brief explanations and no citations again.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Perplexity detailed what each plan was and how it worked, citing a source at each line.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini did the same citing many different sources:<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-569e525 elementor-widget elementor-widget-image\" data-id=\"569e525\" 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=\"478\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-1024x612.jpg\" class=\"attachment-large size-large wp-image-20748\" alt=\"Types of retirement accounts Gemini results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-1024x612.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-300x179.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-768x459.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-1536x917.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Gemini-types-of-retirement-accounts-2048x1223.jpg 2048w\" 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-8d4cfc6 elementor-widget elementor-widget-text-editor\" data-id=\"8d4cfc6\" 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 sake of brevity, let\u2019s go straight to \u201cCommon retirement savings mistakes to avoid\u201d since this query is a different style &#8211; a serious prompt with negative implications on a person\u2019s life, aka. Your Money or Your Life (YMYL) prompts:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ChatGPT offered a list of mistakes with a \u201cwhy this hurts\u201d and \u201cdo this instead\u201d line for each.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gemini gave a much more detailed list of mistakes with sources such as Discover, LPL Financial, T. Rowe Price, and Kiplinger. These sources differed from those that Gemini cited for the other prompts.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Perplexity cited 10 sources in their brief list of mistakes to avoid, this time with a few reputable news sources like the New York Times and The Harvard Gazette.\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3424bae elementor-widget elementor-widget-image\" data-id=\"3424bae\" 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=\"767\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-1024x982.jpg\" class=\"attachment-large size-large wp-image-20757\" alt=\"Mistakes to avoid Perplexity results\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-1024x982.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-300x288.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-768x736.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-1536x1472.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2026\/01\/Perplexity-mistakes-to-avoid-2048x1963.jpg 2048w\" 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-c165640 elementor-widget elementor-widget-text-editor\" data-id=\"c165640\" 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;\">Since this prompt opened up the citations to new sources we hadn\u2019t seen with the other prompts, it shows that organizations like Fidelity and Schwab don\u2019t have a monopoly on citations for this topic. That means our financial business could possibly join the citations.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">It also means that this type of prompt that\u2019s focused on YMYL issues, such as making mistakes with your retirement savings, can impact the sources cited. Therefore, depending on their status in the industry, this may not be the right prompt for our financial company to focus on.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Let\u2019s look at the results as a whole to see how our finance firm can fit in.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c96f45 elementor-widget elementor-widget-heading\" data-id=\"7c96f45\" 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\">Reverse-Engineering Citations to Inform Content Creation\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6967475 elementor-widget elementor-widget-text-editor\" data-id=\"6967475\" 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;\">AI citations, derived from analyzing SERP features and LLM responses, help content planning by revealing the types of sources, formats, and channels necessary to gain visibility, especially in competitive areas like financial services.<\/span><\/p><p><span style=\"font-weight: 400;\">AI Overviews and LLMs draw from a diverse ecosystem of content, which can be categorized by the credibility and nature of the source and the channels they utilize:<\/span><\/p><table><tbody><tr><td><p><b>Source Type<\/b><\/p><\/td><td><p><b>Examples of Channels and Sources<\/b><\/p><\/td><td><p><b>Insight for Content Planning<\/b><\/p><\/td><\/tr><tr><td><p><b>Institutional\/Financial Firms<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Web pages, articles, and tools from established firms like Fidelity, Charles Schwab, T. Rowe Price, Vanguard, and LPL Financial.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">These sources dominate citations for core financial topics, signaling the need for high-authority, expert-level content to compete.<\/span><\/p><\/td><\/tr><tr><td><p><b>Official\/Educational<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Articles and guides from government agencies and educational institutions, such as the U.S. Department of Labor, Trinity College, and AARP.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Citations favor unbiased, fact-checked authority, especially for complex or sensitive topics like retirement planning.<\/span><\/p><\/td><\/tr><tr><td><p><b>Reputable Media\/News<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Articles from established publishers and news sources like NerdWallet, Bankrate, Kiplinger, The New York Times, and The Harvard Gazette.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Targeting queries focused on specific angles, like &#8220;Common retirement savings mistakes to avoid&#8221; (a negative prompt), can broaden citation opportunities beyond traditional financial firms into reputable media sources.<\/span><\/p><\/td><\/tr><tr><td><p><b>Community\/<\/b><b><br \/><\/b><b>User-Generated<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Posts and threads from forums like Reddit and Quora.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">An omnimedia strategy should recognize and target platforms where prospective customers are having exploratory, non-transactional conversations, as these are cited in both SERPs and LLMs.<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">The channels cited are primarily traditional web pages\/articles, but an effective content strategy must be omnimedia, focusing on all channels where people search.<\/span><\/p><p><span style=\"font-weight: 400;\">The type of content that receives citations is often determined by the specific query intent and is heavily favored by formats that are easily synthesized by AI. Cited assets tend to be highly structured and actionable:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>List Articles (Listicles):<\/b><span style=\"font-weight: 400;\"> Many SERP results and AI Overviews for queries like &#8220;mistakes to avoid&#8221; or &#8220;types of retirement accounts&#8221; heavily feature content formatted as lists.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tables:<\/b><span style=\"font-weight: 400;\"> AI Overviews frequently use tables to detail complex information, such as age-based benchmarks for saving or comparisons of different retirement accounts.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Interactive Tools and Calculators:<\/b><span style=\"font-weight: 400;\"> For questions about specific quantities, such as &#8220;How much money should I save for retirement&#8221;, interactive tools and calculators from sources like Bankrate and NerdWallet are featured prominently in results and AI Overviews. Qforia also specifically recommends interactive tools for certain queries.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Actionable Formats:<\/b><span style=\"font-weight: 400;\"> Both Qforia analysis and LLM outputs favor step-by-step lists and checklists for actionable queries like retirement strategies for someone in their 30s.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Videos:<\/b><span style=\"font-weight: 400;\"> Videos are visible on SERPs across multiple exploratory queries, indicating the necessity of including video production in an omnimedia strategy.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Analyzing these citation patterns transforms competitor analysis into actionable content strategy, allowing a financial firm to focus its marketing efforts:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Prioritize Format Over Topic Saturation:<\/b><span style=\"font-weight: 400;\"> Since many SERPs repeat listicles, opportunity may lie in creating different asset types, such as FAQ pages, comprehensive guides, or tables, that might capture more attention than yet another listicle.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Target Implicit Transactional Intent:<\/b><span style=\"font-weight: 400;\"> Although the customer starts with exploratory questions like &#8220;What&#8217;s the best way to save for retirement&#8221;, AI models like Gemini are willing to suggest specific companies for opening accounts. This creates an opportunity for a financial business to position itself to be specifically recommended by AI.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Use Specific Query Styles to Bypass Citation Monopolies:<\/b><span style=\"font-weight: 400;\"> While major firms like Fidelity and Schwab often dominate general retirement citations, queries focusing on specialized or negative topics, like &#8220;mistakes to avoid&#8221; (which touches on YMYL issues), open up citations to different types of high-authority sources, including news publications. This suggests either focusing resources on specific, highly authoritative content addressing nuanced concerns, or just letting this query go.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Adopt an Omnimedia\/Multi-Channel Presence:<\/b><span style=\"font-weight: 400;\"> The appearance of Reddit, Quora, and YouTube content in both SERPs and LLM citations shows that high-quality content planning must extend beyond official website articles. To fully compete, content must be tailored for, and distributed across, these community and video channels.<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Now that we have an idea of how these results can inform content strategy, we\u2019ll put together a generalized omnimedia strategy for our hypothetical finance business.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c024427 elementor-widget elementor-widget-heading\" data-id=\"c024427\" 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\">Building an Omnimedia Strategy\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86fc2eb elementor-widget elementor-widget-text-editor\" data-id=\"86fc2eb\" 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\u2019s what we do at iPullRank:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Keyword Matrix:<\/b><span style=\"font-weight: 400;\"> Establishes the groundwork for topical presence in AI Search by identifying synthetic keyword gaps, potential opportunities, and valuable terms at the passage level. It reveals which areas are strengthening or weakening your AI presence, enabling you to allocate resources toward terms that create competitive differentiation.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Omnimedia Content Audit:<\/b><span style=\"font-weight: 400;\"> Comprehensive assessment of content spanning all formats and channels, covering owned, earned, and shared media properties. It uncovers what\u2019s limiting your authority while pinpointing where focused resources will generate results.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Omnimedia Content Plan:<\/b><span style=\"font-weight: 400;\"> Strategic blueprint for enhancing <\/span><a href=\"https:\/\/ipullrank.com\/introduction-to-content-resonance\"><span style=\"font-weight: 400;\">Content Resonance<\/span><\/a><span style=\"font-weight: 400;\"> and expanding coverage across discovery channels, complete with content frameworks and governance structures. It provides a defined pathway to greater prominence in AI-generated responses.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Search Measurement Plan:<\/b><span style=\"font-weight: 400;\"> Monitor input indicators, channel data, and performance benchmarks across AI Search environments. It identifies how AI Search influences growth trajectories, allowing you to connect spending with outcomes and refine your approach based on evidence.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Given that our fan-out research gave us the keywords we need and we already analyzed their presence in searches, let\u2019s put together a plan for our financial company. <\/span><span style=\"font-weight: 400;\">This plan leverages the query fan-out analysis for retirement planning to create resonant, structured content across multiple channels.<\/span><\/p><table><tbody><tr><td><p><b>Query Fan-out Prompt<\/b><\/p><\/td><td><p><b>Recommended Asset Type &amp; Structure<\/b><\/p><\/td><td><p><b>Omnimedia Objective<\/b><\/p><\/td><\/tr><tr><td><p><b>&#8220;What&#8217;s the best way to save for retirement&#8221; (Core)<\/b><\/p><\/td><td><p><b>Pillar Guide \/ Comprehensive List:<\/b><span style=\"font-weight: 400;\"> Create a definitive, long-form guide. Structure the article so it begins with the core answer or takeaway, followed by supporting detail and nuance.<\/span><\/p><\/td><td><p><b>Semantic Resonance:<\/b><span style=\"font-weight: 400;\"> Ensure the title, description, and internal linking structure establish this as the <\/span><b>canonical source<\/b><span style=\"font-weight: 400;\"> for all related fan-out queries.<\/span><\/p><\/td><\/tr><tr><td><p><b>&#8220;Beginner\u2019s guide to saving for retirement&#8221;<\/b><\/p><\/td><td><p><b>Actionable Checklist\/Step-by-Step Guide:<\/b><span style=\"font-weight: 400;\"> Develop a simplified, numbered list of steps for beginners. Content should be clear and simple.<\/span><\/p><\/td><td><p><b>Passage-Level Extraction:<\/b><span style=\"font-weight: 400;\"> Optimize for easy extraction of the 3 or 5 essential steps by LLMs (like ChatGPT&#8217;s simplistic lists).<\/span><\/p><\/td><\/tr><tr><td><p><b>&#8220;What are the different types of retirement accounts?&#8221;<\/b><\/p><\/td><td><p><b>Comparison Table and FAQ Page:<\/b><span style=\"font-weight: 400;\"> This requires highly specific definitions. Create a dedicated FAQ page featuring a <\/span><b>comparison chart<\/b><span style=\"font-weight: 400;\"> or table detailing account types and their features.\u00a0<\/span><\/p><\/td><td><p><b>Structured Data:<\/b><span style=\"font-weight: 400;\"> Ensure the data is provided in a clean, easily digestible format (table) that AI Overviews and LLMs already favor when detailing complex information.<\/span><\/p><\/td><\/tr><tr><td><p><b>&#8220;How much money should I save for retirement?&#8221;<\/b><\/p><\/td><td><p><b>Interactive Tool\/Calculator:<\/b><span style=\"font-weight: 400;\"> The primary format requested for this query is an interactive tool. This must be accompanied by structured data (tables) showing <\/span><b>age-based benchmarks<\/b><span style=\"font-weight: 400;\"> for saving.<\/span><\/p><\/td><td><p><b>High-Value Utility:<\/b><span style=\"font-weight: 400;\"> Provide functional utility (the tool) and support the quantifiable answer with authoritative data (the table), increasing the chance of citation over static articles.<\/span><\/p><\/td><\/tr><tr><td><p><b>&#8220;Retirement savings strategies for someone in their 30s&#8221;<\/b><\/p><\/td><td><p><b>Personalized Checklist\/Segmented Guide:<\/b><span style=\"font-weight: 400;\"> Content should be highly specific and actionable for a segmented audience. Use the product grouping concept to show a <\/span><b>progression_from<\/b><span style=\"font-weight: 400;\"> or <\/span><b>complementary_with<\/b><span style=\"font-weight: 400;\"> path for financial products relevant to this age group.<\/span><\/p><\/td><td><p><b>Targeted Personalization:<\/b><span style=\"font-weight: 400;\"> Customize the content to fit the behavior and specific needs of this persona, making the recommendations feel personalized, which is crucial for AI agents.<\/span><\/p><\/td><\/tr><tr><td><p><b>&#8220;Common retirement savings mistakes to avoid&#8221;<\/b><\/p><\/td><td><p><b>YMYL List Article with Solutions:<\/b><span style=\"font-weight: 400;\"> Create a list detailing the mistakes, each paired with a solution. Must be accurate, with citations and data sourced from trusted research.<\/span><\/p><\/td><td><p><b>Trust and Authority:<\/b><span style=\"font-weight: 400;\"> This content relates to YMYL issues. It must be highly detailed and authoritative to compete with reputable news sources and large financial institutions (otherwise don\u2019t bother).<\/span><\/p><\/td><\/tr><\/tbody><\/table><p>\u00a0<\/p><p><span style=\"font-weight: 400;\">Because LLMs often prioritize user-generated content, the content plan must actively generate and integrate these signals across all channels:<\/span><\/p><table><tbody><tr><td><p><b>Channel<\/b><\/p><\/td><td><p><b>Content Focus based on Retirement Queries<\/b><\/p><\/td><td><p><b>Strategic Goal<\/b><\/p><\/td><\/tr><tr><td><p><b>YouTube<\/b><\/p><\/td><td><p><b>How-To Videos &amp; Guides:<\/b><span style=\"font-weight: 400;\"> Create short, instructional videos for the &#8220;Beginner\u2019s guide&#8221; and &#8220;Strategies for someone in their 30s&#8221; queries. Ensure video descriptions include relationship attributes to related website guides and link to the interactive tool.<\/span><\/p><\/td><td><p><b>Capture Exploratory Search:<\/b><span style=\"font-weight: 400;\"> Videos are crucial for user education in the finance industry. Position the firm as an authority where consumers compare accounts and learn how they work.<\/span><\/p><\/td><\/tr><tr><td><p><b>Community Forums (Reddit\/Quora)<\/b><\/p><\/td><td><p><b>Monitoring and Engagement:<\/b><span style=\"font-weight: 400;\"> Focus resources on monitoring discussions related to &#8220;Common retirement savings mistakes to avoid&#8221; and &#8220;Beginner\u2019s guide&#8221;, as these forums appear frequently in SERP and LLM citations.<\/span><\/p><\/td><td><p><b>Influence Citation Flow:<\/b><span style=\"font-weight: 400;\"> While the firm cannot directly control these posts, understanding the conversation context allows for developing content that directly answers community-driven questions with clarity and context.<\/span><\/p><\/td><\/tr><tr><td><p><b>LinkedIn<\/b><\/p><\/td><td><p><b>Thought Leadership:<\/b><span style=\"font-weight: 400;\"> Utilize LinkedIn Pulse for &#8220;Retirement savings strategies for someone in their 30s&#8221;. Publish educational, semi-formal posts that bridge technology and business to capture a broader professional audience.<\/span><\/p><\/td><td><p><b>Professional Authority:<\/b><span style=\"font-weight: 400;\"> Establish individual and corporate credibility on a channel that ranks well for thought leadership.<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">By implementing this omnimedia plan, the financial company treats every content touchpoint from the interactive tool on its site to a checklist shared on LinkedIn as a signal that reinforces a clear, emotionally grounded, and contextually rich narrative about retirement planning to maximize visibility in SERPs and LLMs.<\/span><\/p><p><span style=\"font-weight: 400;\">But what if your financial business is enterprise-sized with a massive library of webpages? How can you scale your content strategy? And how can you easily prune old, irrelevant content that is no longer serving your site?<\/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-3677e13 elementor-widget elementor-widget-heading\" data-id=\"3677e13\" 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\">Scaling Query Fan-Out and Omnimedia Planning\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5631a3 elementor-widget elementor-widget-text-editor\" data-id=\"e5631a3\" 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 a single topic or article, traditional content pruning involved manual work that was often time-consuming and subjective. This process required manually pulling traffic data, checking rankings, looking at backlinks, and skimming posts to make a &#8220;best guess&#8221; about relevance.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The <\/span><a href=\"https:\/\/ipullrank.com\/relevance-engineering-at-scale\"><span style=\"font-weight: 400;\">content pruning methodology<\/span><\/a><span style=\"font-weight: 400;\"> we\u2019ve developed at iPullRank uses a <\/span><a href=\"https:\/\/ipullrank.com\/services\/relevance-engineering\"><span style=\"font-weight: 400;\">Relevance Engineering<\/span><\/a><span style=\"font-weight: 400;\"> framework that blends AI-driven semantic relevance analysis with SEO and content metadata to make data-driven decisions at scale. This will help ensure all the content on your site is relevant and identify what content should be removed.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The steps for executing this workflow involve defining your strategic benchmarks, quantifying meaning using vector embeddings, integrating performance data, and applying a final decision framework.<\/span><\/p><p><span style=\"font-weight: 400;\">Here are the steps we follow to perform the content pruning:<\/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-b270495 elementor-widget elementor-widget-heading\" data-id=\"b270495\" 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\">Step 1: Define Strategic Focus \n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-028fe3b elementor-widget elementor-widget-text-editor\" data-id=\"028fe3b\" 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;\">The entire analysis is grounded in business reality by defining what relevance means for the organization.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Work with the client to solidify their core solution areas or strategic pillars.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">For each area, develop representative keyword portfolios reflecting user intent and product capabilities.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Draft a concise business relevance statement (a short paragraph capturing the ideal focus).<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-959a6cc elementor-widget elementor-widget-heading\" data-id=\"959a6cc\" 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\">Step 2: Generate Topic &amp; Business Relevance Centroids\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-915bb8c elementor-widget elementor-widget-text-editor\" data-id=\"915bb8c\" 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;\">This step translates the strategic pillars into quantitative benchmarks.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using the chosen embedding model, generate an embedding for each individual keyword within a topic\u2019s portfolio (developed in Step 1).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Calculate the average of all keyword embeddings within that cluster. This averaged vector becomes the topic centroid, serving as a robust mathematical representation of the topic\u2019s semantic space.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Generate a single embedding for the overall business relevance statement.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b94d40 elementor-widget elementor-widget-heading\" data-id=\"3b94d40\" 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\">Step 3: Generate Article Embeddings\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bcfe939 elementor-widget elementor-widget-text-editor\" data-id=\"bcfe939\" 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;\">The meaning of every post in the library is represented numerically.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Run the extracted article content through basic Python cleaning routines (removing excess whitespace or stray HTML tags).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Combine the Title text and the cleaned main body content for each article.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Generate a single embedding for each article using the same model used in Step 2 for consistency.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Store these individual article embeddings, typically in a NumPy array paired with their corresponding URLs.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6c465b elementor-widget elementor-widget-heading\" data-id=\"a6c465b\" 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\">Step 4: Calculate Similarity Scores \n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-219f42a elementor-widget elementor-widget-text-editor\" data-id=\"219f42a\" 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;\">This step objectively measures how semantically aligned each article is with the strategic targets.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using Scikit-learn in Python, calculate the cosine similarity between each article\u2019s embedding (from Step 3) and each of the topic centroid embeddings (plus the business relevance embedding from Step 2).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The output is a matrix added to the spreadsheet, showing scores between -1 and 1, where scores closer to 1 indicate a stronger semantic alignment.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71a15a7 elementor-widget elementor-widget-heading\" data-id=\"71a15a7\" 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\">Step 5: Layer SEO Performance &amp; Metadata \n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7a8652 elementor-widget elementor-widget-text-editor\" data-id=\"e7a8652\" 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;\">Real-world performance and freshness data are integrated with the relevance scores.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pull standard SEO metrics, primarily trailing 3 to 6 months of organic clicks from Google Search Console, focusing on a recent window to avoid rewarding historical performance.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pull Publish Date and Last Modified Date from the CMS or crawl data.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Join this performance and freshness data to the master spreadsheet containing the URLs and similarity scores.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-806eaf9 elementor-widget elementor-widget-heading\" data-id=\"806eaf9\" 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\">Step 6: Apply the Decision Framework (Making Informed Choices)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-723f524 elementor-widget elementor-widget-text-editor\" data-id=\"723f524\" 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;\">The combined data points are translated into actionable categories to guide pruning and optimization efforts.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish data thresholds to categorize each article into three main actions:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">KILL: Candidates typically have low similarity scores across all core topics, low recent GSC clicks, and are old (more than 5 years with no significant updates).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">KEEP: Articles that qualify if they have high similarity to at least one core topic or have strong recent SEO performance.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">REVIEW\/REVISE: Articles that are relevant but underperforming, outdated, or highly similar to other posts (potential consolidation targets).<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Conduct manual review of edge cases, confirm decisions, and identify specific actions.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30c2fe1 elementor-widget elementor-widget-heading\" data-id=\"30c2fe1\" 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\">Reframing SEO with Query Fan-Out\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7e443c elementor-widget elementor-widget-text-editor\" data-id=\"b7e443c\" 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 firms competing against giants on the SERPs and in LLMs, focusing on an omnimedia query fan-out approach to content strategy is essential. The citation analysis we walked through shows that specialized queries, especially those focused on specific concerns like &#8220;mistakes to avoid&#8221; or personalized scenarios like &#8220;strategies for someone in their 30s&#8221;, open up opportunities for smaller firms to break through with unique and truly valuable content.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">You can&#8217;t out-budget the big players, but you can out-execute them on format diversity, omnimedia presence, and targeting the fan-out queries they&#8217;re ignoring. And when you scale this with the Relevance Engineering framework for content pruning, you&#8217;re optimizing your entire content library to align with how AI Search works.<\/span><\/p><p><span style=\"font-weight: 400;\">We know that this can be overwhelming for a limited staff to achieve, but we can handle it for you. If you want to do this for your own business, <\/span><a href=\"https:\/\/ipullrank.com\/contact\"><span style=\"font-weight: 400;\">talk to iPullRank<\/span><\/a><span style=\"font-weight: 400;\"> about our <\/span><a href=\"https:\/\/ipullrank.com\/ai-search-strategy-program\"><span style=\"font-weight: 400;\">AI Search Strategy Program<\/span><\/a><span style=\"font-weight: 400;\">\u00a0with a full Omnimedia Content Audit and Content Plan, tied directly to a Keyword Portfolio Matrix, designed to improve visibility across traditional search, AI search, and third-party platforms. Let us help you be the first thing customers see (and trust) wherever they search. <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac4724b e-con-full e-flex e-con e-child\" data-id=\"ac4724b\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2dedf1a e-con-full e-flex e-con e-child\" data-id=\"2dedf1a\" 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-54b665a e-con-full e-flex e-con e-child\" data-id=\"54b665a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9e9494 elementor-widget elementor-widget-heading\" data-id=\"d9e9494\" 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 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