{"id":20658,"date":"2025-12-09T07:00:00","date_gmt":"2025-12-09T12:00:00","guid":{"rendered":"https:\/\/ipullrank.com\/?p=20658"},"modified":"2025-12-08T15:11:41","modified_gmt":"2025-12-08T20:11:41","slug":"ai-content-strategy","status":"publish","type":"post","link":"https:\/\/ipullrank.com\/ai-content-strategy","title":{"rendered":"Content Strategy Tips for Visibility in the Age of AI Slop"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20658\" class=\"elementor elementor-20658\" 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-e823940 elementor-widget elementor-widget-video\" data-id=\"e823940\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=UCPvDTH8WjA&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-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;\">Since ChatGPT launched in November 2022, we&#8217;ve witnessed a surge in AI-generated content flooding the internet. Right now, it\u2019s estimated that <\/span><a href=\"https:\/\/originality.ai\/ai-content-in-google-search-results?utm_source=medium.com\"><span style=\"font-weight: 400;\">over 17% of Google search results<\/span><\/a><span style=\"font-weight: 400;\"> contain AI-generated content.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">According to Ahrefs, <\/span><a href=\"https:\/\/ahrefs.com\/blog\/ai-generated-content-does-not-hurt-your-google-rankings\/\"><span style=\"font-weight: 400;\">86.5% of top-ranking pages include some form of AI assistance<\/span><\/a><span style=\"font-weight: 400;\">, leaving only 13.5% as fully human-written. By next year, projections suggest 90% of all content will be AI-generated, and Google appears to neither reward nor penalize AI-generated pages at this time.\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-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 fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"685\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking-1024x877.jpg\" class=\"attachment-large size-large wp-image-20675\" alt=\"AI usage doesn&#039;t predict rank\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking-1024x877.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking-300x257.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking-768x658.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking-1536x1316.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/AI-usage-ranking.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-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;\">The problem is that <\/span><a href=\"https:\/\/www.cjr.org\/tow_center\/we-compared-eight-ai-search-engines-theyre-all-bad-at-citing-news.php\"><span style=\"font-weight: 400;\">AI is wrong 60% of the time<\/span><\/a><span style=\"font-weight: 400;\">, according to a March 2025 Columbia Journalism study. Hallucination is still a big problem. Despite this, people still frequently use AI to write. This leaves the web susceptible to an onslaught of low-quality, high-volume content called \u201c<\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/AI_slop\"><span style=\"font-weight: 400;\">AI slop<\/span><\/a><span style=\"font-weight: 400;\">\u201d that could prevent your business from being visible to prospective customers and clients.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cIf we\u2019re all generating content based on the same training data, based on the same results that are out there, at what point are you no longer providing any value?\u201d iPullRank\u2019s Senior Director of SEO and Data Analytics Zach Chahalis asked.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Search Engine Optimization (SEO) ensured your site was discovered, but these days, Generative Engine Optimization (GEO) ensures your site is understood.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This blog will walk you through the strategic frameworks we&#8217;ve developed at the intersection of traditional SEO and AI-first optimization. You&#8217;ll learn how generative systems evaluate content across multiple dimensions, from scope clarity and authority corroboration to freshness signals and safety filters.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">We&#8217;ll also explore how to audit your content through the lens of vector embeddings, how to use your server logs as a window into AI knowledge, and why an omnimedia content strategy is vital.\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-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\">AI Search Requires Multi-Dimensional Approaches\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;\">Generative search is not a single ranking contest for a single query. It is a multi-stage filtering process in which your content competes at dozens of points in a branching, multimodal retrieval plan. The fan-out indicates the system is looking for breadth as well as depth, and the synthesis step assesses your content on relevance, extractability, and readiness.<\/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=\"355\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach-1024x454.jpg\" class=\"attachment-large size-large wp-image-20671\" alt=\"Multi-dimensional approaches\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach-1024x454.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach-300x133.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach-768x341.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach-1536x682.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/multi-dimensional-approach.jpg 1600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcb46f9 elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"dcb46f9\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cEssentially, we need to be looking at building and developing a multimodal content strategy that supports the retrieval plan and the fan-out queries of where your customers are, and the types of content that are expected for the different queries.\u201d\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Zach Chahalis<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad850c1 elementor-widget elementor-widget-spacer\" data-id=\"ad850c1\" 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-f7aed94 elementor-widget elementor-widget-heading\" data-id=\"f7aed94\" 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\">Routing Profiles\n<\/h3>\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;\">You need to match the routing profile of what exists, so your content needs to be in the expected form, or it might be overlooked during retrieval. Consider these tips:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ensure multi-modal parity (text, structured data, transcripts, etc.).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Place content where the routing logic looks (e.g., API-friendly formats, transcripts for procedural content).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Align content with routing profiles to increase retrieval across fan-out branches.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">If you worked in the finance industry, routing would send rate queries to financial data APIs, minimum deposit requirements to bank product pages, insurance explanations to government or educational sources, and comparison logic to personal finance editorial sites. Each of those is a different source type, with a different retrieval method and cost profile.<\/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-708de18 elementor-widget elementor-widget-image\" data-id=\"708de18\" 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=\"510\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/cross-domain-routing-for-finance-1024x653.jpg\" class=\"attachment-large size-large wp-image-20665\" alt=\"Cross domain routing\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/cross-domain-routing-for-finance-1024x653.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/cross-domain-routing-for-finance-300x191.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/cross-domain-routing-for-finance-768x489.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/cross-domain-routing-for-finance.jpg 1340w\" 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-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\">Selection for Synthesis\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;\">Selection is not only about relevance to the sub-query. It is also about the suitability of a chunk to be lifted, recombined, and integrated without introducing factual errors, formatting issues, or incoherence.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">In effect, the system is ranking not entire pages but atomic units of information, and the scoring\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">criteria are tuned to synthesis needs rather than to click-through behavior.<\/span><\/p><p><span style=\"font-weight: 400;\">Synthesis requires looking at:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Extractability<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evidence density<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scope clarity<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Authority<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Freshness<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Safety<\/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-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=\"438\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/matching-routing-profile-1024x560.jpg\" class=\"attachment-large size-large wp-image-20670\" alt=\"Routing profile\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/matching-routing-profile-1024x560.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/matching-routing-profile-300x164.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/matching-routing-profile-768x420.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/matching-routing-profile.jpg 1303w\" 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;\">Let\u2019s break them all down.\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-a3ca6fd elementor-widget elementor-widget-heading\" data-id=\"a3ca6fd\" 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\">Extractability<\/h3>\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;\">If a chunk cannot be cleanly separated from its surrounding context without losing meaning, it is less valuable to the synthesis process. This is why content that is scoped and labeled clearly tends to survive selection.<\/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=\"438\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/extractability-1024x560.jpg\" class=\"attachment-large size-large wp-image-20668\" alt=\"Extractability\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/extractability-1024x560.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/extractability-300x164.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/extractability-768x420.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/extractability.jpg 1341w\" 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-a5cc625 elementor-widget elementor-widget-heading\" data-id=\"a5cc625\" 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\">Evidence Density and Signal-to-Noise Ratio\n<\/h3>\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;\">Once extractability is established, the system looks at evidence density or the proportion of meaningful, verifiable information to total tokens. A dense paragraph that gives a clear statement, followed by an immediate citation or supporting data, is more valuable than a\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">lengthy, anecdote-heavy section that buries the facts in storytelling.<\/span><\/p><p><span style=\"font-weight: 400;\">The system wants to find verifiable information and select the most valuable information.<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cThey want to surface information that\u2019s been validated and authoritatively placed in your platform in your data,\u201d Zach said.\u00a0\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-1032ef1 elementor-widget elementor-widget-image\" data-id=\"1032ef1\" 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=\"302\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density-1024x387.jpg\" class=\"attachment-large size-large wp-image-20667\" alt=\"Signal-to-noise ratio\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density-1024x387.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density-300x113.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density-768x290.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density-1536x580.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/evidence-density.jpg 1579w\" 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-2a1e394 elementor-widget elementor-widget-heading\" data-id=\"2a1e394\" 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\">Scope Clarity and Applicability\n<\/h3>\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;\">Generative systems are sensitive to scope because they\u2019re trying to assemble an answer that\u2019s not misleading. If a chunk does not make clear the conditions under which it is true, it is harder to place it correctly in the final answer.<\/span><\/p><p><span style=\"font-weight: 400;\">It needs to be organized in a way that\u2019s clear, detailed, and verifiable.\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-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=\"800\" height=\"329\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity-1024x421.jpg\" class=\"attachment-large size-large wp-image-20672\" alt=\"Scope clarity and applicability\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity-1024x421.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity-300x123.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity-768x316.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity-1536x632.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/scope-clarity.jpg 1607w\" 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-7eec334 elementor-widget elementor-widget-heading\" data-id=\"7eec334\" 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\">Authority and Corroboration \n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1810a7a elementor-widget elementor-widget-text-editor\" data-id=\"1810a7a\" 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 system also weighs the source&#8217;s credibility and the degree to which other retrieved chunks corroborate the information.<\/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-88a193a elementor-widget__width-initial elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"88a193a\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201cAuthority is not just limited to your domain-level trust, but applies at the author or publisher level, further emphasizing the value of things like EEAT and structured data, authorship, entity definition, etc.\u201d \t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">- Zach Chahalis<\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a73055 elementor-widget elementor-widget-spacer\" data-id=\"6a73055\" 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-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;\">Corroboration is a subtle but important factor. If three independent, credible sources agree on a specific mileage progression, that progression is more likely to survive selection. Outlier claims may still make it in if they are well-sourced, but the system will often prefer information that has multiple points of agreement.<\/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-6fe125a elementor-widget elementor-widget-heading\" data-id=\"6fe125a\" 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\">Freshness and Stability \n<\/h3>\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-5968ce9 e-flex e-con-boxed e-con e-parent\" data-id=\"5968ce9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64d2058 elementor-widget elementor-widget-text-editor\" data-id=\"64d2058\" 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;\">Recency is another filter, especially for topics where the facts can change. A chunk that is clearly dated and shows evidence of recent review is more attractive to the model than one with no temporal markers.<\/span><\/p><p><a href=\"https:\/\/www.siegemedia.com\/strategy\/content-refresh\"><span style=\"font-weight: 400;\">This study from Siege Media says that<\/span><\/a><span style=\"font-weight: 400;\"> content that shows it\u2019s been updated or reviewed recently (within the last 6 months to 2 years) is considered much more valuable to LLMs. <\/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=\"657\" height=\"1024\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-657x1024.jpg\" class=\"attachment-large size-large wp-image-20676\" alt=\"Average days since pages were updated\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-657x1024.jpg 657w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-192x300.jpg 192w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-768x1198.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-985x1536.jpg 985w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-1313x2048.jpg 1313w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Days-since-update-scaled.jpg 1642w\" sizes=\"(max-width: 657px) 100vw, 657px\" \/>\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-c25bdde elementor-widget elementor-widget-heading\" data-id=\"c25bdde\" 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\">Harm and Safety Filters\n<\/h3>\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;\">Selection often applies harm and safety filters. These filters can be domain-specific, drawing on\u00a0<\/span><span style=\"font-weight: 400;\">both explicit policies and learned patterns from training data.<\/span><\/p><p><span style=\"font-weight: 400;\">Our advice is to avoid discussing sensitive topics or just be very careful with how this type of content is structured. Instead, focus on helpful and respectful content.<\/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=\"329\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters-1024x421.jpg\" class=\"attachment-large size-large wp-image-20669\" alt=\"Harm and safety filters\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters-1024x421.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters-300x123.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters-768x316.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters-1536x632.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/harm-and-safety-filters.jpg 1570w\" 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-424f001 elementor-widget elementor-widget-heading\" data-id=\"424f001\" 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\">Tips for Making Extractable Content\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-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;\">High-quality content can be excluded from synthesis if it isn\u2019t easily extractable. Interactive designs that aren\u2019t crawlable or long-form narratives that bury key facts risk being skipped in favor of denser, more accessible material.<\/span><\/p><p><span style=\"font-weight: 400;\">You need to engineer content for the selection funnel, which requires rethinking how you structure your content. A single long page may need to be designed as a series of clearly marked, self-contained modules, each of which could stand alone if lifted into a generative answer. It also means pairing each chunk with whatever metadata, markup, and alternative formats will make it easier for a retrieval system to recognize and use.<\/span><\/p><p><span style=\"font-weight: 400;\">When organizing your content on a page, write for synthesis. To ensure your content performs well in modern retrieval systems, it\u2019s essential to structure it in a way that is both machine-readable and human-friendly. Embedding models rely on clean, well-defined \u201cchunks\u201d or semantic units of information to generate precise and relevant results.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38721ab elementor-widget elementor-widget-image\" data-id=\"38721ab\" 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=\"526\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/chunking-1024x673.jpg\" class=\"attachment-large size-large wp-image-20663\" alt=\"Chunking content\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/chunking-1024x673.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/chunking-300x197.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/chunking-768x505.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/chunking.jpg 1486w\" 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-ee306cf elementor-widget elementor-widget-text-editor\" data-id=\"ee306cf\" 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;\">Headings and subheadings should be clear, and passages should answer queries directly\u00a0<\/span><span style=\"font-weight: 400;\">and succinctly. The combination of query\/passage is defined as a semantic unit, and these units are used to power AI search.<\/span><\/p><p><span style=\"font-weight: 400;\">And by the way, iPullRank has a free tool called <\/span><a href=\"https:\/\/ipullrank.com\/tools\/relevance-doctor\"><span style=\"font-weight: 400;\">Relevance Doctor<\/span><\/a><span style=\"font-weight: 400;\"> to help you with this.\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-8d0113f elementor-widget elementor-widget-heading\" data-id=\"8d0113f\" 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\">Our Strategic Approach: Relevance Engineering\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b279351 elementor-widget elementor-widget-text-editor\" data-id=\"b279351\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/ipullrank.com\/relevance-engineering-introduction\"><span style=\"font-weight: 400;\">Relevance Engineering<\/span><\/a><span style=\"font-weight: 400;\"> is the process of adjusting content so it\u2019s selected and cited by AI systems. While traditional SEO focuses on ranking full pages, this approach targets the individual passages and concepts that AI uses to construct responses.<\/span><\/p><p><a href=\"https:\/\/ipullrank.com\/ai-search-strategy-program\"><span style=\"font-weight: 400;\">Our strategic approach<\/span><\/a><span style=\"font-weight: 400;\"> for driving visibility in AI search includes:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A content audit for AI readability and extractability\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Semantic and latent intent research<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Content structuring and augmentation for AI\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Testing and iteration with AI simulation\u00a0<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">In our tactical implementation, we use these five steps to understand gaps in content:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pull rankings and landing pages (use Search Console or your favorite Rank Tracking tool)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/ipullrank.com\/vector-embeddings-is-all-you-need\"><span style=\"font-weight: 400;\">Generate vector embeddings<\/span><\/a><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Find and score relevant passages (Use Relevance Doctor)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Compare to the vector embeddings for the citations<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Improve relevance across the various pages<\/span><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bb2681 elementor-widget elementor-widget-image\" data-id=\"6bb2681\" 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=\"298\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/5-steps-to-ID-gaps-1024x381.jpg\" class=\"attachment-large size-large wp-image-20660\" alt=\"Identify content gaps\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/5-steps-to-ID-gaps-1024x381.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/5-steps-to-ID-gaps-300x112.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/5-steps-to-ID-gaps-768x285.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/5-steps-to-ID-gaps.jpg 1485w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4f8847 e-flex e-con-boxed e-con e-parent\" data-id=\"e4f8847\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f527e22 elementor-widget elementor-widget-text-editor\" data-id=\"f527e22\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">To identify content gaps, our team extrapolates synthetic queries using our proprietary (and free) <\/span><a href=\"https:\/\/ipullrank.com\/tools\/qforia\"><span style=\"font-weight: 400;\">Qforia <\/span><\/a><span style=\"font-weight: 400;\">tool. This tool now also helps determine the expected types of content per term.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">You can also reverse intersect the citations yourself to figure out fan-out queries (we\u2019ve used FetchSERP and SERP API for this).\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-08ea51d elementor-widget elementor-widget-heading\" data-id=\"08ea51d\" 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\">Log File Analysis\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8838b6a elementor-widget elementor-widget-text-editor\" data-id=\"8838b6a\" 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;\">Performing an analysis of your log files can help you understand AI crawlers and bots better.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cLogs really and truly are your visibility into the AI knowledge ingestion pipeline,\u201d Zach said. \u201cThey reveal exactly what those systems are doing when they come into your site.\u201d\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Your website server logs can show:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0Which AI bots visit<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0How often they visit<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0How deep they crawl<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0Which pages they never reach<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0Where they fail to render pages<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">When looking through your logs, focus on:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Crawl Frequency &#8211; Are AI bots returning regularly?<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Crawl Depth &#8211; Are they exploring your site structure correctly? (Ex. Ecommerce: Homepage-&gt;Category-&gt;Sub-Category-&gt;Product Detail Page)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Render Completeness &#8211; Do bots bail before JavaScript loads meaningful content? If your content is built dynamically via JavaScript, AI crawlers may never \u201csee\u201d key sections, especially those rendered asynchronously or hidden behind user interactions.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Coverage Gaps &#8211; Which URLs are never seen by AI bots?<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Status Patterns &#8211; Do bots encounter 3XX\/4XX\/5XX URLs or long response times, reducing embeddings?<\/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-e041589 elementor-widget elementor-widget-heading\" data-id=\"e041589\" 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\">Optimizing for Agentic Search\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-562f4a5 elementor-widget elementor-widget-text-editor\" data-id=\"562f4a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As search tools integrate AI agents more often, it\u2019s important to keep them in mind when optimizing for search. The key pillars for optimizing for agentic search are things we\u2019ve already discussed and are familiar with, but they\u2019re still important:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Have structured, unambiguous entities.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Leverage predictable markup and templates so agents can extract and compare data reliably.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use actionable endpoints such as booking paths, pricing data, availability, contact APIs, etc.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Have explainable content such as comparisons, pros\/cons, ideal scenarios, summaries, etc.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use RAG-Friendly chunked content with clean sections, tables, structured lists and definitional paragraphs.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Leverage edge rendering so AI crawlers don\u2019t time out or get a partial picture.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">\u201cJust think about any context where you have first-person data that could be valuable to the end user,\u201d said iPullRank\u2019s Director of Marketing, Garrett Sussman.\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-8f4f2f5 elementor-widget elementor-widget-image\" data-id=\"8f4f2f5\" 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=\"292\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search-1024x374.jpg\" class=\"attachment-large size-large wp-image-20661\" alt=\"AI as agents\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search-1024x374.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search-300x109.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search-768x280.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search-1536x561.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/agentic-search.jpg 1907w\" 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-8bc0a64 elementor-widget elementor-widget-text-editor\" data-id=\"8bc0a64\" 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;\">Machine Context Protocol (MCP) and Application Programming Interfaces (APIs) are the future of agentic optimization.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">MCP allows agents to securely access your APIs, product\/service data, inventory, pricing, availability, and more. Agentic systems will prefer websites with toolable, machine-readable endpoints over raw scraped HTML, so APIs and MCP will become the canonical source that agents trust and act on, making your business a first-party data provider to AI systems.<\/span><\/p><p><span style=\"font-weight: 400;\">For marketers, this will need to be a major conversation for your business (and one that <\/span><a href=\"https:\/\/ipullrank.com\/contact\"><span style=\"font-weight: 400;\">we can help you<\/span><\/a><span style=\"font-weight: 400;\"> with).\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-bc53cc1 elementor-widget elementor-widget-heading\" data-id=\"bc53cc1\" 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\">Omnimedia Content 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-fe7fc08 elementor-widget elementor-widget-text-editor\" data-id=\"fe7fc08\" 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;\">An omnimedia strategy requires us to think beyond text and align with the expected content formats and locations to drive visibility.<\/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-6b7e62f elementor-widget elementor-widget-image\" data-id=\"6b7e62f\" 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=\"713\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/search-query-web-1024x912.jpg\" class=\"attachment-large size-large wp-image-20673\" alt=\"Search query web\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/search-query-web-1024x912.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/search-query-web-300x267.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/search-query-web-768x684.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/search-query-web.jpg 1252w\" 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-8b71d4f elementor-widget elementor-widget-text-editor\" data-id=\"8b71d4f\" 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 queries involving troubleshooting, product comparisons, lived experiences, or niche use cases, AI systems often prioritize user-generated content (UGC) and forum discussions.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cThe generative models value this type of content a lot more because it\u2019s looking for that authentic, diverse, and situational insight that you can\u2019t necessarily find on your marketing content pages,\u201d Zach said.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Also, focus on using entity-rich, embedding-friendly language. Write with clearly defined entities, use consistent terminology, and include modifiers and descriptors to help differentiate similar entities (i.e., qualifiers like size, function, location, and purpose).<\/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-dc165ed elementor-widget elementor-widget-image\" data-id=\"dc165ed\" 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=\"334\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/entity-rich-text-1024x427.jpg\" class=\"attachment-large size-large wp-image-20666\" alt=\"Entity rich and embedding friendly language\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/entity-rich-text-1024x427.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/entity-rich-text-300x125.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/entity-rich-text-768x320.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/entity-rich-text.jpg 1368w\" 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-7a8476d elementor-widget elementor-widget-text-editor\" data-id=\"7a8476d\" 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;\">Other things to consider:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">LLMs can and do use structured data as part of RAG pipelines.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Semantic triples (subject-predicate-object) can help search engines understand context better by identifying entities, establishing connections, and building a web of interconnected concepts.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Unique content or proprietary data increases the likelihood that your page is retrieved and cited as authoritative in RAG pipelines.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Clearly defined, straightforward sentences reduce embedding noise and retrieval errors.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">This content assessment flow chart can help gauge whether your content is worthy of stopping the scroll:<\/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-e130211 elementor-widget elementor-widget-image\" data-id=\"e130211\" 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=\"354\" src=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart-1024x453.jpg\" class=\"attachment-large size-large wp-image-20664\" alt=\"Content assessment flowchart\" srcset=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart-1024x453.jpg 1024w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart-300x133.jpg 300w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart-768x339.jpg 768w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart-1536x679.jpg 1536w, https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/content-assessment-flowchart.jpg 1898w\" 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-0f8276a elementor-widget elementor-widget-heading\" data-id=\"0f8276a\" 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\">Preparing Your Business for an AI Future\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ae3c2a elementor-widget elementor-widget-text-editor\" data-id=\"3ae3c2a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">When 90% of content is AI-generated, successful businesses will be engineering content that AI systems can actually use. That means building for extractability, structuring for synthesis, and ensuring your first-party data is accessible through the channels that agentic systems trust.<\/span><\/p><p><span style=\"font-weight: 400;\">The good news is that many of the principles we&#8217;ve covered aren&#8217;t entirely new. Authority, freshness, clarity, and structured data have always mattered. What&#8217;s changed is how these signals are evaluated.<\/span><\/p><p><span style=\"font-weight: 400;\">If you&#8217;re feeling overwhelmed by the scope of these changes, you&#8217;re not alone. The intersection of content strategy, technical SEO, and AI optimization requires new tools, new workflows, and new expertise.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">At iPullRank, we&#8217;ve built frameworks and tools specifically to help businesses navigate this transition. Whether you need help auditing your content for AI readiness, analyzing your log files for crawler behavior, or developing an omnimedia strategy that works across modalities, we&#8217;re here to help. <\/span><a href=\"https:\/\/ipullrank.com\/contact\"><span style=\"font-weight: 400;\">Reach out<\/span><\/a><span style=\"font-weight: 400;\"> to learn how we can help future-proof your content.<\/span><\/p><p>And check out the other 2 articles in this series based on our webinars with Sitebulb:<\/p><ul><li class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/ipullrank.com\/technical-seo-for-ai-search\">Technical Foundations and Setup for AI Search<\/a><\/li><li class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/ipullrank.com\/metrics-for-ai-search\">Measuring AI-First Discovery: Visibility, Indexing and Tracking for GEO<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-94461b4 e-flex e-con-boxed e-con e-parent\" data-id=\"94461b4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c5b774e e-con-full e-flex e-con e-child\" data-id=\"c5b774e\" data-element_type=\"container\">\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 class=\"elementor-heading-title elementor-size-default\">Want to learn more about AI visibility?<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8ef4e6 elementor-widget elementor-widget-heading\" data-id=\"b8ef4e6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/ipullrank.com\/ai-search-manual\" target=\"_blank\">Read the AI Search Manual<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-564f7a6 elementor-widget elementor-widget-button\" data-id=\"564f7a6\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/ipullrank.com\/services\/relevance-engineering\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"8\" viewBox=\"0 0 25 8\" fill=\"none\"><path id=\"Arrow 1\" d=\"M24.3536 4.20609C24.5488 4.01083 24.5488 3.69425 24.3536 3.49899L21.1716 0.317005C20.9763 0.121743 20.6597 0.121743 20.4645 0.317005C20.2692 0.512267 20.2692 0.82885 20.4645 1.02411L23.2929 3.85254L20.4645 6.68097C20.2692 6.87623 20.2692 7.19281 20.4645 7.38807C20.6597 7.58334 20.9763 7.58334 21.1716 7.38807L24.3536 4.20609ZM0 4.35254H24V3.35254H0V4.35254Z\" fill=\"#6F6F6F\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-771e22f e-flex e-con-boxed e-con e-parent\" data-id=\"771e22f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Since ChatGPT launched in November 2022, we&#8217;ve witnessed a surge in AI-generated content flooding the internet. Right now, it\u2019s estimated that over 17% of Google search results contain AI-generated content.\u00a0 According to Ahrefs, 86.5% of top-ranking pages include some form of AI assistance, leaving only 13.5% as fully human-written. By next year, projections suggest 90% [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":20659,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[9,227,26],"tags":[],"diagnosis-deliverable":[],"class_list":["post-20658","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-content-strategy","category-generative-ai","category-seo"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Content Strategy Tips for Visibility in the Age of AI Slop<\/title>\n<meta name=\"description\" content=\"Learn the strategic visibility frameworks we&#039;ve developed at the intersection of traditional SEO and AI-first optimization in this blog.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ipullrank.com\/ai-content-strategy\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Content Strategy Tips for Visibility in the Age of AI Slop\" \/>\n<meta property=\"og:description\" content=\"Learn the strategic visibility frameworks we&#039;ve developed at the intersection of traditional SEO and AI-first optimization in this blog.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ipullrank.com\/ai-content-strategy\" \/>\n<meta property=\"og:site_name\" content=\"iPullRank\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-09T12:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ipullrank.com\/wp-content\/uploads\/2025\/12\/Frame-1597880022.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1398\" \/>\n\t<meta property=\"og:image:height\" 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