{"id":3876,"date":"2026-02-26T15:08:44","date_gmt":"2026-02-26T07:08:44","guid":{"rendered":"http:\/\/longzhuplatform.com\/?p=3876"},"modified":"2026-02-26T15:08:44","modified_gmt":"2026-02-26T07:08:44","slug":"ai-seo-is-a-change-management-problem-via-sejournal-kevin_indig","status":"publish","type":"post","link":"http:\/\/longzhuplatform.com\/?p=3876","title":{"rendered":"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig"},"content":{"rendered":"<p><\/p> <div id=\"narrow-cont\"> <p><em>Boost your skills with Growth Memo\u2019s weekly expert insights. Subscribe for free!<\/em><\/p> <p>AI-SEO transformation will fail at the alignment layer, not the tactics layer. 25 years of transformation research, spanning 10,800+ participants across industries, reveals that the gap between successful and failed initiatives isn\u2019t technical skill. It\u2019s organizational readiness.<\/p> <p><strong>What you\u2019ll get:<\/strong><\/p> <ul> <li>Why AI SEO implementation challenges are people and process problems, not technical ones.<\/li> <li>The specific alignment failures that kill AI-SEO initiatives before tactics ever get tested.<\/li> <li>A sequenced approach that transforms you from channel executor to organizational translator.<\/li> <\/ul> <p>The underlying infrastructure of AI SEO \u2013 retrieval-augmented generation, citation selection, answer synthesis \u2013 operates on different principles than the crawl-index-rank paradigm SEO teams previously mastered. And unlike past shifts, the old playbook doesn\u2019t bend to fit the new reality.<\/p> <p>AI SEO is different. It\u2019s not just an algorithm update: This is a search product change\u00a0<em>and<\/em>\u00a0a user behavior movement.<\/p> <p>Our classic instinct is to respond with tactics: prompt optimization, entity markup increase, LLM-specific structured data, citation acquisition strategies.<\/p> <p>These aren\u2019t wrong. But long-term, it\u2019s likely AI SEO strategies will fail, and the reason isn\u2019t tactical incompetence or lack of staying up-to-date and flexible. It\u2019s internal organizational misalignment.<\/p> <figure id=\"attachment_568104\" class=\"wp-caption aligncenter\" style=\"width: 1024px\"><img decoding=\"async\" src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17.jpg\"  width=\"1024\" height=\"1024\" class=\"wp-image-568104 size-full\" srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-65x65.jpg 65w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-100x100.jpg 100w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-120x120.jpg 120w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-130x130.jpg 130w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-200x200.jpg 200w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-300x300.jpg 300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-384x384.jpg 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-400x400.jpg 400w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-425x425.jpg 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-480x480.jpg 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-680x680.jpg 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-768x768.jpg 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-800x800.jpg 800w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17-850x850.jpg 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/ai-seo-17.jpg 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\" title=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe\" alt=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe\" \/><figcaption class=\"wp-caption-text\">Organizations with structured change management are 8\u00d7 more likely to meet transformation objectives. The same principle applies to AI-SEO. (Image Credit: Kevin Indig)<\/figcaption><\/figure> <p>Your marketing team \u2013 and your executive team \u2013 is being asked to transform their understanding of SEO during a period of unprecedented change fatigue. Those who have survived two decades of algorithm updates are expertly adaptable, but reeducation is required because LLMs are a new product, not just another layer of search.<\/p> <p>And this, of course, is the alignment layer fail.<\/p> <figure id=\"attachment_568108\" class=\"wp-caption aligncenter\" style=\"width: 1600px\"><img decoding=\"async\" src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388.png\"  width=\"1600\" height=\"1200\" class=\"size-full wp-image-568108\" srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-384x288.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-425x319.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-480x360.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-680x510.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-768x576.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-850x638.png 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-1024x768.png 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-1120x840.png 1120w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-1280x720.png 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-1300x680.png 1300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388-1536x1152.png 1536w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/llm-measurement-388.png 1600w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" loading=\"lazy\" title=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe1\" alt=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe1\" \/><figcaption class=\"wp-caption-text\">Image Credit: Kevin Indig<\/figcaption><\/figure> <p>In AI SEO, misalignment has specific symptoms:<\/p> <ol> <li><strong>Conflicting definitions of success:<\/strong>\u00a0One stakeholder wants \u201crankings in ChatGPT.\u201d Another wants brand mentions. A third wants citation links. A fourth wants traffic recovery. Every experiment gets judged against a different standard, and no one has agreed which matters most or how they\u2019ll be measured. (Although our\u00a0AI Overview\u00a0and\u00a0AI Mode\u00a0studies confirm brand mentions are more valuable than citations.)<\/li> <li><strong>Metrics mismatch with leadership expectations:<\/strong>\u00a0Executives ask for increased traffic in a growing zero-click environment. Classic SEO reports on influence metrics; leadership sees declining sessions and questions the investment. In our December 2025 Growth Memo reader survey, 84% of respondents said they feel their current LLM visibility measurement approach is inaccurate. Teams can\u2019t prove value because no one has agreed on how value would be proven.<\/li> <li><strong>Turf fragmentation:<\/strong> AI SEO touches SEO, content, brand, product, PR, and (at times) legal. Without explicit ownership and a baseline, agreed-upon understanding of your brand\u2019s AI SEO approach, each team runs experiments in its silo. No one synthesizes learning. Conflicting tactics cancel each other out.<\/li> <li><strong>Premature tactics without a shared foundation:\u00a0<\/strong>This looks like\u00a0<em>\u201cLet\u2019s test prompts\u201d<\/em> without agreeing on what success means;\u00a0<em>\u201cLet\u2019s scale AI content to mitigate click loss\u201d<\/em>\u00a0without understanding AI-assisted versus AI-generated content limits;\u00a0<em>\u201cLet SEO handle AI\u201d<\/em><span>\u00a0while product, PR, and legal stay uninvolved.<\/span><\/li> <li><strong>Panic-testing instead of strategic reorientation:<\/strong>\u00a0Teams deploy short-term tactics reactively rather than reorienting the whole ship for better long-term outcomes.<\/li> <\/ol> <p>This is classic change management failure: unclear mandate, fragmented ownership, mismatched incentives. No amount of tactical excellence or smart strategy pivots can fix it.<\/p> <p>Layering AI SEO tactics + tools on top without structured change management compounds fatigue and accelerates burnout. The \u201cscrappy resilience\u201d that has carried the industry in the past can\u2019t be assumed to instantly apply to this new channel without a strategic transition.<\/p> <p>A baseline understanding of organizational change management matters in the AI SEO era \u2026 because most organizational transformations fail or underperform.<\/p> <p>Your AI-SEO initiative is no different, even if changes in SEO seem contained to your marketing and product teams and stakeholders, rather than the larger organization or brand as a whole.<\/p> <p>I\u2019d argue that AI SEO falls into the category of industry transformation that affects your brand and org. And from decades of research, failure and underperformance are the statistical norm for these big transitions \u2013 seasoned leaders know this already. No wonder they\u2019re skeptical of your AI SEO plans.<\/p> <p>One\u00a0McKinsey survey found fewer than one-third of teams succeed at both improving performance and sustaining improvements during significant shifts.\u00a0BCG\u2019s forensic analysis\u00a0of 825 executives across 70 companies found transformation success at 30%.<\/p> <p>Multiple major consulting firms\u2019 independent research shows that most change transformations\u00a0<em>underperform<\/em>.<\/p> <p>Assuming that tactical excellence alone will carry you \u2013 without strategic reeducation and thoughtful change management as our industry shifts \u2013 is assuming you\u2019re the exception to the rule.<\/p> <p>The correlation between the quality of managing a big shift and your project\u2019s success is dramatic:<\/p> <figure id=\"attachment_568107\" class=\"wp-caption aligncenter\" style=\"width: 1600px\"><img decoding=\"async\" src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267.png\"  width=\"1600\" height=\"1200\" class=\"size-full wp-image-568107\" srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-384x288.png 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-425x319.png 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-480x360.png 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-680x510.png 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-768x576.png 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-850x638.png 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-1024x768.png 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-1120x840.png 1120w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-1280x720.png 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-1300x680.png 1300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267-1536x1152.png 1536w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/change-management-267.png 1600w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" loading=\"lazy\" title=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe2\" alt=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe2\" \/><figcaption class=\"wp-caption-text\">Image Credit: Kevin Indig<\/figcaption><\/figure> <p>The gap between excellent and poor represents a nearly 8x improvement. Even the jump from poor to fair quadruples success rates.<\/p> <p>BCG\u2019s 2020 analysis reinforces this from a different angle, noting six critical factors that increase successful transformation odds from 30% to 80%:<\/p> <ul> <li><strong>Integrated strategy with clear goals:<\/strong> This is where a carefully crafted AI SEO strategy comes in, one that not only outlines growth goals, but also clear testing and what successful outcomes look like.<\/li> <li><strong>Leadership commitment from the CEO through middle management:\u00a0<\/strong>If you\u2019re a consultant or agency, this step can\u2019t be skipped, especially if they have an in-house team assisting in executing the strategy.<\/li> <li><strong>High-caliber talent deployment: <\/strong>Or I would argue, high-quality reeducation of existing talent \u2013 make sure all operators have a baseline shared understanding of what has changed about SEO, how LLM outputs work, what the brand\u2019s goals are, and how it will be executed.<\/li> <li><strong>Flexible, agile governance:\u00a0<\/strong>Teams should have the ability to deal with individual challenges without losing sight of the broader goals, including removing barriers quickly.<\/li> <li><strong>Effective monitoring:<\/strong>\u00a0Establish core, agreed-upon KPIs to measure what winning would look like, and note what actions were taken when.<\/li> <li><strong>Modern\/updated technology:\u00a0<\/strong>Your SEO team needs the right tools to succeed, but they also need to know how to use them effectively. Don\u2019t skip allotting time for integration of new workflows and AI monitoring systems.<\/li> <\/ul> <p>Marketing teams that treat AI-SEO simply as a technical project to execute or tactics to update are leaving an 8\u00d7 multiplier on the table.<\/p> <ul> <li>BCG\u2019s 2024 AI implementation study<span>\u00a0found that roughly 70% of change implementation hurdles relate to people and processes. Only about 10% of challenges were purely technical.<\/span><\/li> <li>A 2024 Kyndryl survey found that while 95% of senior executives reported investing in AI, only 14% felt they had successfully aligned workforce strategies.<\/li> <\/ul> <p>Your brand\u2019s ability to test, update tactics, learn AI workflows, implement structured data, and optimize for LLM retrieval is not the bottleneck you need to be concerned about.<\/p> <p>The real concern is whether your team \u2013 leadership, cross-functional team partners, and frontline executors\/operators \u2013 is aligned on what AI SEO means, <em>why<\/em>\u00a0and\u00a0<em>how<\/em>\u00a0you\u2019re making changes from your classic SEO approach, what success looks like, and who owns outcomes.<\/p> <p>Active and visible executive sponsorship is the No. 1 contributor to change success, cited 3-to-1 more frequently than any other factor, according to 25 years of benchmarking research by\u00a0Prosci. Your first step as the person leading the AI SEO charge for your brand (or across your clients) is to earn executive buy-in.<\/p> <p>But the head of SEO cannot transform a brand\u2019s understanding and approach to AI SEO alone. Bain\u2019s 2024 research\u00a0emphasized that successful transformations \u201cdrive change from the middle of the organization out.\u201d<\/p> <p>Keep in mind, financial benefits can compound quickly: One\u00a0research analysis of 600 organizations\u00a0found \u201cchange accelerators\u201d experience greater revenue growth than companies with below-average change effectiveness.<\/p> <figure id=\"attachment_568105\" class=\"wp-caption aligncenter\" style=\"width: 1600px\"><img decoding=\"async\" src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66.jpg\"  width=\"1600\" height=\"832\" class=\"size-full wp-image-568105\" srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-384x200.jpg 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-425x221.jpg 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-480x250.jpg 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-680x354.jpg 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-768x399.jpg 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-850x442.jpg 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-1024x532.jpg 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-1280x720.jpg 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-1300x680.jpg 1300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66-1536x799.jpg 1536w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/alignment-diagnostic-66.jpg 1600w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" loading=\"lazy\" title=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe3\" alt=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe3\" \/><figcaption class=\"wp-caption-text\">Image Credit: Kevin Indig<\/figcaption><\/figure> <p>Alignment isn\u2019t just a feeling; it\u2019s observable. You\u2019ll know when you get there:<\/p> <ul> <li>Stakeholders can talk through AI SEO without hyperfocusing on tools.<\/li> <li>Teams agree on what to stop prioritizing (not just what to start).<\/li> <li>Cross-functional partners have explicit ownership stakes.<\/li> <\/ul> <p>Alignment isn\u2019t happening when:<\/p> <ul> <li>Everyone is good with \u201cexperimenting with\u201d or \u201cinvesting in\u201d LLM visibility, but no one owns outcomes.<\/li> <li>Success gets retroactively defined, or<\/li> <li>Leadership asks, \u201cWhat happened to traffic?\u201d when you report influence metrics.<\/li> <\/ul> <p>Noah Greenberg, CEO at Stacker, outlined this pretty clearly in a recent LinkedIn post: Step 0 in your AI SEO transformation is to become the expert.<\/p> <figure id=\"attachment_568106\" class=\"wp-caption aligncenter\" style=\"width: 1600px\"><img decoding=\"async\" src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830.jpg\"  width=\"1600\" height=\"1131\" class=\"size-full wp-image-568106\" srcset=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-384x271.jpg 384w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-425x300.jpg 425w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-480x339.jpg 480w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-680x481.jpg 680w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-768x543.jpg 768w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-850x601.jpg 850w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-1024x724.jpg 1024w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-1280x720.jpg 1280w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-1300x680.jpg 1300w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830-1536x1086.jpg 1536w, https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2026\/02\/linkedin-830.jpg 1600w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" loading=\"lazy\" title=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe4\" alt=\"AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig\u63d2\u56fe4\" \/><figcaption class=\"wp-caption-text\">Screenshot from LinkedIn by Kevin Indig, February 2026<\/figcaption><\/figure> <p>New responsibilities:<\/p> <ul> <li>Translating new, confusing AI-based search concepts into plain language (see\u00a0this clever LinkedIn post by Lilly Ray as a perfect illustration).<\/li> <li>Educating stakeholders on the structural differences between classic search engines and LLM retrieval \u2013 guiding teams to explain why your CEO doesn\u2019t see the same LLM output when they look up the brand vs. what you\u2019re reporting.<\/li> <li>Explaining the tradeoffs, not just opportunities.<\/li> <li>Setting expectations executives won\u2019t like at first, but need to hear (traffic loss or slower growth than in years prior).<\/li> <\/ul> <p>This is uncomfortable. Less direct control. More indirect influence. Higher stakes.<\/p> <p>Your mindset \u2013 as the change agent for your clients or organization \u2013 centers on three principles:<\/p> <ol> <li><strong>Honesty over confidence.\u00a0<\/strong>What we don\u2019t know: the precise value of an AI mention. What we do know: your brand not appearing for related topics is a measurable miss.<\/li> <li><strong>Progress over perfection.\u00a0<\/strong>Alignment doesn\u2019t require certainty. It requires shared uncertainty, agreeing on what you\u2019re testing and how you\u2019ll learn.<\/li> <li><strong>Translation over broadcasting.<\/strong>\u00a0The same strategic message needs adaptation for ICs (how their work changes), managers (how they report success), and executives (how budgets should shift). Uniform communication fails; translated communication scales.<\/li> <\/ol> <p><strong>Do this in order:<\/strong><\/p> <ol> <li><strong>Write the one-sentence AI SEO mandate for your organization.\u00a0<\/strong>If you can\u2019t explain AI SEO in one sentence to leadership, you\u2019re not ready to execute.<\/li> <li><strong>Complete a high-level SWOT.\u00a0<\/strong>Identify where your organization has existing strengths and gaps. The\u00a0Brand SEO scorecard\u00a0from\u00a0The Great Decoupling\u00a0will walk you through.<\/li> <li><strong>Replace or supplement legacy KPIs.\u00a0<\/strong>Add LLM visibility estimates alongside classic KPIs (rankings, sessions) to start the transition. Reporting both builds the case for the shift without abandoning the old model cold.<\/li> <li><strong>Name cross-functional owners explicitly.\u00a0<\/strong>Who owns brand mentions in LLM outputs: SEO, PR, or brand? Who owns citation link acquisition: SEO or content? Ambiguity is the enemy.<\/li> <li><strong>Provide baseline education at every level.\u00a0<\/strong>ICs need to understand how LLM retrieval differs from crawl-index-rank. Executives need to understand why slowed organic traffic or zero-click growth doesn\u2019t mean zero impact.<\/li> <li><strong>Kill one SEO practice without a fight.\u00a0<\/strong>Success means everyone understands why, and you don\u2019t receive pushback. If you can\u2019t retire one outdated tactic without internal conflict, you haven\u2019t achieved alignment.<\/li> <li><strong>Only then change workflows and tactics.<\/strong>\u00a0Tactics deployed on an unaligned organization waste resources and burn credibility. Tactics deployed on an aligned organization compound advantage.<\/li> <\/ol> <hr\/> <p><em>Featured Image: Summit Art Creations\/Search Engine Journal<\/em><\/p> <\/div> <p>SEO#AISEO #Change #Management #Problem #sejournal #Kevin_Indig1772089724<\/p> ","protected":false},"excerpt":{"rendered":"<p>Boost your skills with Growth Memo\u2019s weekly expert insights. Subscribe for free! AI-SEO transformation will fail at the alignment layer, not the tactics layer. 25 years of transformation research, spanning 10,800+ participants across industries, reveals that the gap between successful and failed initiatives isn\u2019t technical skill. It\u2019s organizational readiness. What you\u2019ll get: Why AI SEO [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3877,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[13150,743,555,674,242,80],"class_list":["post-3876","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-accessibility","tag-aiseo","tag-change","tag-kevin_indig","tag-management","tag-problem","tag-sejournal"],"acf":[],"_links":{"self":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts\/3876","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3876"}],"version-history":[{"count":0,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/posts\/3876\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=\/wp\/v2\/media\/3877"}],"wp:attachment":[{"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3876"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3876"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/longzhuplatform.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3876"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}