{"id":49854,"date":"2025-12-19T08:00:55","date_gmt":"2025-12-19T13:00:55","guid":{"rendered":"https:\/\/directiveconsulting.com\/uk\/?p=49854"},"modified":"2026-03-03T18:00:10","modified_gmt":"2026-03-03T23:00:10","slug":"blog-llm-ai-geo-strategy-guide","status":"publish","type":"post","link":"https:\/\/directiveconsulting.com\/uk\/blog\/blog-llm-ai-geo-strategy-guide\/","title":{"rendered":"Your Essential Guide to LLMs and the Future of AI Content"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">B2B buying research is getting compressed. Your prospects are asking questions in answer engines, getting synthesized summaries, and moving on with fewer clicks than before. That means visibility is shifting from \u201cwhere do we rank?\u201d to \u201cdo we get cited?\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This guide breaks down what\u2019s changing, what\u2019s staying the same, and what to do next, starting with how large language models, commonly called <\/span><b>LLM AI<\/b><span style=\"font-weight: 400;\"> systems, pull in content and decide what to reference.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We\u2019ll cover the platform differences, then give you a practical <\/span><a href=\"https:\/\/directiveconsulting.com\/uk\/services\/generative-engine-optimization-agency\/\"><span style=\"font-weight: 400;\">generative engine optimization (GEO)<\/span><\/a><span style=\"font-weight: 400;\"> playbook you can apply one cluster at a time.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">What recent data are telling us about LLMs<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">This shift is already underway, and it\u2019s showing up right where buyers start their research.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google isn\u2019t just \u201ctesting AI\u201d in the abstract. It\u2019s expanding AI-first search experiences like AI Overviews, and it\u2019s also testing an <\/span><a href=\"https:\/\/9to5google.com\/2025\/03\/05\/google-search-ai-mode-announcement\/\"><span style=\"font-weight: 400;\">AI Mode<\/span><\/a><span style=\"font-weight: 400;\"> that can answer a query with an AI-generated result that takes up the whole page, with source links alongside it.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In other words, buyers can get a full synthesized answer, plus a short list of \u201chere\u2019s where this came from,\u201d without ever touching the traditional results page.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At the same time, LLM use is becoming mainstream. A <\/span><a href=\"https:\/\/www.elon.edu\/u\/news\/2025\/03\/12\/survey-52-of-u-s-adults-now-use-ai-large-language-models-like-chatgpt\/\"><span style=\"font-weight: 400;\">2025 Elon University report <\/span><\/a><span style=\"font-weight: 400;\">(based on a national survey) found that <\/span><b>52% of U.S. adults<\/b><span style=\"font-weight: 400;\"> say they now use AI large language models like ChatGPT. That\u2019s no longer a niche channel.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Now the part most teams miss: AI answers don\u2019t automatically equal trust. Early AI summary rollouts have had <\/span><a href=\"https:\/\/www.theguardian.com\/technology\/article\/2024\/may\/31\/google-ai-summaries-sge-changes\"><span style=\"font-weight: 400;\">well-publicized accuracy issues<\/span><\/a><span style=\"font-weight: 400;\">, which is precisely why \u201cbeing cited\u201d is about earning confidence, not just getting included.<\/span><a href=\"https:\/\/www.theguardian.com\/technology\/article\/2024\/may\/31\/google-ai-summaries-sge-changes\"><span style=\"font-weight: 400;\">\u00a0<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Newer survey-based research on AI Overviews shows how shaky that trust can be in practice. In <\/span><a href=\"https:\/\/explodingtopics.com\/blog\/ai-trust-gap-research\"><span style=\"font-weight: 400;\">Exploding Topics\u2019 research<\/span><\/a><span style=\"font-weight: 400;\">:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Most respondents reported seeing significant mistakes in AI Overviews, with \u201cinaccurate or misleading content\u201d as the most common complaint.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Roughly <\/span><b>82% are at least somewhat skeptical<\/b><span style=\"font-weight: 400;\">, and only a small share \u201calways\u201d trusts AI Overviews.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">So what does that mean for your content?<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Search behavior is getting \u201canswer-shaped.\u201d<\/b> <a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2024-02-19-gartner-predicts-search-engine-volume-will-drop-25-percent-by-2026-due-to-ai-chatbots-and-other-virtual-agents\"><span style=\"font-weight: 400;\">Gartner predicts<\/span><\/a><span style=\"font-weight: 400;\"> traditional search engine volume will drop <\/span><b>25% by 2026<\/b><span style=\"font-weight: 400;\"> as AI chatbots and virtual agents take share.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Citations are the new visibility layer.<\/b> <a href=\"https:\/\/www.semrush.com\/blog\/ai-search-seo-traffic-study\/\"><span style=\"font-weight: 400;\">Semrush\u2019s AI search study<\/span><\/a><span style=\"font-weight: 400;\"> shows that Google AI Overviews commonly cite sources (with Quora and Reddit among the most-cited domains), and ChatGPT search often cites pages that don\u2019t rank highly in traditional search results.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">What \u201cLLM AI\u201d means for B2B visibility<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When someone asks an LLM a question, it\u2019s not \u201creading your blog post\u201d the way a person does. It\u2019s pulling patterns from a big mix of web sources, then producing a direct answer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Your job is to make your content easy to <\/span><i><span style=\"font-weight: 400;\">understand<\/span><\/i><span style=\"font-weight: 400;\">, easy to <\/span><i><span style=\"font-weight: 400;\">lift<\/span><\/i><span style=\"font-weight: 400;\">, and easy to <\/span><i><span style=\"font-weight: 400;\">trust<\/span><\/i><span style=\"font-weight: 400;\"> so you show up as one of the cited sources in those answers. That\u2019s the mindset shift for B2B visibility: you still care about rankings, but you also track citation share.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In plain terms, that\u2019s \u201chow often do AI answers reference our site or brand for the queries we care about?\u201d <\/span><a href=\"https:\/\/developers.google.com\/search\/docs\/appearance\/ai-features\"><span style=\"font-weight: 400;\">Google\u2019s AI features<\/span><\/a><span style=\"font-weight: 400;\"> (AI Overviews and AI Mode) explicitly surface relevant links, which means citation presence is now part of demand capture.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">What gets you included more often usually comes down to three levers:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Entity clarity:<\/b><span style=\"font-weight: 400;\"> make it obvious who you are, what you sell, who it\u2019s for, and the exact problem you solve.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Structure:<\/b><span style=\"font-weight: 400;\"> write in clear sections with answer-first paragraphs, specific subheads, and scannable takeaways.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Evidence density:<\/b><span style=\"font-weight: 400;\"> fewer fluffy claims, more proof (numbers, constraints, examples, and citations).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">And yes, Google has been direct about the guardrails here: AI features reward content that helps people, and publishing lots of low-value pages \u201cat scale\u201d can backfire.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pipeline impact (the part you actually care about): Direct answers can reduce clicks for early research, so that you may see fewer sessions for some queries, but the clicks you <\/span><i><span style=\"font-weight: 400;\">do<\/span><\/i><span style=\"font-weight: 400;\"> earn can be more qualified.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It also means attribution gets messier, because buyers are influenced by answers they never clicked. That\u2019s why \u201cwere we cited?\u201d becomes a practical top-of-funnel signal, not a vanity metric.<\/span><\/p>\n<p><b>Tip: <\/b><span style=\"font-weight: 400;\">Our guide is a solid reference point.If you want a <\/span><a href=\"https:\/\/directiveconsulting.com\/uk\/blog\/blog-guide-to-ai-overview\/\"><span style=\"font-weight: 400;\">B2B-specific playbook for earning AI Overview citations<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Platform nuances: Google AI Overviews, Perplexity, and ChatGPT<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Same goal across platforms (get cited), different mechanics. If you treat every engine the same, you\u2019ll waste effort. Put your freshness and evidence work where it actually changes outcomes for <\/span><i><span style=\"font-weight: 400;\">your<\/span><\/i><span style=\"font-weight: 400;\"> category.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Google AI Overviews<\/span><\/h3>\n<p><a href=\"https:\/\/static.googleusercontent.com\/media\/www.google.com\/en\/\/search\/howsearchworks\/google-about-AI-overviews.pdf\"><span style=\"font-weight: 400;\">Google positions AI Overviews<\/span><\/a><span style=\"font-weight: 400;\"> as a Search experience powered by Gemini that works alongside core Search systems and the Knowledge Graph. That\u2019s why the basics still matter here:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Write like you want to be quoted: short answer blocks, clean subheads, tight definitions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Back claims with proof and supporting sources.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keep key pages current, especially on topics where recency changes recommendations or risk.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Google also notes that AI Overviews and AI Mode surface links to help users explore and learn more, so visibility is not just \u201cranking,\u201d it\u2019s \u201cbeing included as a source.\u201d<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Perplexity<\/span><\/h3>\n<p><a href=\"https:\/\/docs.perplexity.ai\/guides\/academic-filter-guide\"><span style=\"font-weight: 400;\">Perplexity<\/span><\/a><span style=\"font-weight: 400;\"> gives users \u201cfocus\u201d options, including an Academic mode that prioritizes scholarly sources.<\/span> <span style=\"font-weight: 400;\">That matters because it changes what \u201cgood enough to cite\u201d looks like:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">For research-heavy categories, your best bet is content that behaves like a mini briefing: clear claim, evidence, and implication.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Original research summaries and well-cited explainers tend to fit the way people use Perplexity (to validate and compare quickly).<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">ChatGPT and other LLM UIs<\/span><\/h3>\n<p><a href=\"https:\/\/www.theverge.com\/news\/606939\/chatgpt-ai-search-without-account\"><span style=\"font-weight: 400;\">ChatGPT\u2019s search experience is becoming more accessible<\/span><\/a><span style=\"font-weight: 400;\"> (including use without an account), and it includes source citations. For B2B, that means your \u201cAI visibility\u201d is increasingly tied to whether your pages are cite-ready, not just whether they rank.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Two practical implications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Citations are the trust layer.<\/b><span style=\"font-weight: 400;\"> If your content is structured and sourced, it\u2019s easier for these systems to reference you.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Governance matters.<\/b> <a href=\"https:\/\/www.theguardian.com\/technology\/2024\/dec\/24\/chatgpt-search-tool-vulnerable-to-manipulation-and-deception-tests-show\"><span style=\"font-weight: 400;\">The Guardian\u2019s testing<\/span><\/a><span style=\"font-weight: 400;\"> showed AI search can be vulnerable to manipulation via hidden instructions on webpages, which is another reason brands need monitoring, evidence banks, and a refresh plan.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">GEO steps playbook: earn AI citations and measurable visibility<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">If you want AI visibility without turning your site into a pile of thin pages, treat GEO like a <\/span><b>cluster-by-cluster upgrade<\/b><span style=\"font-weight: 400;\">, not a \u201cpublish more\u201d initiative.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Your goal is simple: earn <\/span><b>citation share<\/b><span style=\"font-weight: 400;\"> in AI answers and translate that into <\/span><b>assisted conversions<\/b><span style=\"font-weight: 400;\">, not just rankings. Per cluster, your deliverables should be checkable and repeatable:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Strategy brief (who, intent, POV, proof)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">2\u20133 pillar pages and a Q&amp;A hub<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Schema + internal anchors<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evidence bank and citation log<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Freshness plan and visibility tracker<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">One guardrail to keep you honest: Google is transparent that using generative AI to mass-produce low-value pages can violate spam policies. So GEO should reduce content sprawl, not create more of it.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">The steps (one cluster at a time)<\/span><\/h3>\n<p><b>1) Map entities and intents for this cluster<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Start by defining the 5\u201310 core entities that matter for <\/span><i><span style=\"font-weight: 400;\">this<\/span><\/i><span style=\"font-weight: 400;\"> topic (product, key features, integrations, audience roles, and the problem you solve).\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Then tag the main intents you want to win (define, compare, implement, validate).\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">This keeps the cluster focused and prevents \u201cclose enough\u201d content that never becomes cite-worthy.<\/span><\/li>\n<\/ul>\n<p><b>2) Structure pages so models can parse, cite, and reuse<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Write answer-first sections with clear subheads, short paragraphs, and tight bullet lists.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">If a model can\u2019t quickly extract your point, it\u2019s less likely to cite you.<\/span><\/li>\n<\/ul>\n<p><b>3) Prove it with evidence and schema<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pair claims with proof (stats, constraints, examples) and add schema where it fits so relationships are explicit.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A good workflow to follow starts with evidence, a machine- and human-readable structure, which increases citation odds.<\/span><\/li>\n<\/ul>\n<p><b>4) Build an evidence bank (so you stop reinventing proof)<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Centralize the sources, screenshots, benchmarks, and \u201capproved claims\u201d your team uses.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">This keeps AI-assisted drafting accurate and keeps your brand from drifting.<\/span><\/li>\n<\/ul>\n<p><b>5) Design answer blocks and a Q&amp;A hub<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Create a dedicated section (or hub page) that handles definitional and \u201chow-to\u201d questions with crisp, source-backed responses.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">These fragments are often the ones that get quoted.<\/span><\/li>\n<\/ul>\n<p><b>6) Implement helpful internal anchors<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use descriptive anchors and consistent internal links so key sections are manageable to reference and reuse.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Think of it as making \u201cquoteable chunks,\u201d not just long pages.<\/span><\/li>\n<\/ul>\n<p><b>7)<\/b> <b>Set a freshness + monitoring cadence<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Treat freshness like a visibility lever: schedule updates for your most-cited pages and track citation share monthly.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">This is how you stay present as models and answers evolve.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">One important note before you move on: the steps above help you win citations <\/span><b>cluster by cluster. <\/b><span style=\"font-weight: 400;\">But if your naming, product language, and definitions aren\u2019t consistent across your site (and backed up elsewhere online), models will still struggle to understand who you are and what you should be cited for. That\u2019s where e<\/span><b>ntity optimization<\/b><span style=\"font-weight: 400;\"> comes in.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Entity optimization and knowledge graph hygiene<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The entity optimization goal is to make it easy for models to understand your business <\/span><i><span style=\"font-weight: 400;\">everywhere<\/span><\/i><span style=\"font-weight: 400;\">. The intent is simple: remove ambiguity.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LLMs do better when your brand, products, use cases, and terminology are consistent across your site (and supported by other credible sources across the web).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are the three practices that matter most:<\/span><\/p>\n<ul>\n<li aria-level=\"1\"><b>Declare and disambiguate core entities<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Be consistent with names: your company name, product names, feature names, category terms, and the problems you solve.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you call the same thing three different names across your site, you\u2019re making it harder to be cited accurately.<\/span><\/p>\n<ul>\n<li aria-level=\"1\"><b>Build authority with corroboration.<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Don\u2019t rely on self-claims alone. Reinforce key facts with proof and outside references where it makes sense: customer stories, third-party research, partner pages, and credible citations. This is how you become a \u201csafe\u201d source to reference.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li aria-level=\"1\"><b>Maintain an entity- and schema-governance system.<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Treat it like a living system, not a one-time project. Keep a simple doc or sheet that tracks: your canonical entity names, approved descriptions, schema templates, and a refresh schedule for your highest-value pages.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This is how you avoid drift over time, especially as teams scale content production.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Turn GEO into your 2026 visibility plan<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">If you take one thing from this guide, take this: AI visibility is becoming less about \u201chow many keywords do we rank for\u201d and more about \u201chow often do we get cited when buyers ask real questions.\u201d\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The teams that win won\u2019t publish more. They\u2019ll publish smarter\u2014clear entities, answer-first pages, strong evidence, and a monitoring cadence that keeps content current.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you want a roadmap tailored to your category and your pipeline goals, we can help you build it. <\/span><a href=\"https:\/\/directiveconsulting.com\/uk\/book-intro-call\/\"><span style=\"font-weight: 400;\">Book an intro call today<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>B2B buying research is getting compressed. Your prospects are asking questions in answer engines, getting synthesized summaries, and moving on<\/p>\n","protected":false},"author":129,"featured_media":49855,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[306],"tags":[72],"class_list":["post-49854","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aeo","tag-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLMs and AI Content: The B2B GEO Strategy Guide for 2026<\/title>\n<meta name=\"description\" content=\"Learn how llm AI changes B2B content. 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