{"id":1274,"date":"2026-03-13T12:08:21","date_gmt":"2026-03-13T12:08:21","guid":{"rendered":"https:\/\/www.mindbees.com\/blog\/?p=1274"},"modified":"2026-03-13T14:10:42","modified_gmt":"2026-03-13T14:10:42","slug":"schema-myth-llms-json-ld-seo","status":"publish","type":"post","link":"https:\/\/www.mindbees.com\/blog\/schema-myth-llms-json-ld-seo\/","title":{"rendered":"The Duck That Quacked the Schema Myth: Why LLMs Aren&#8217;t Reading Your JSON-LD Like You Think"},"content":{"rendered":"\n<p>Picture this: a plucky little t-shirt company called <strong>DUCK YEA T-SHIRTS<\/strong>, run by aggressive-waddling mallards from the fictional land of South Pondshire. No visible address on the page &#8211; just a sneaky, completely made-up JSON-LD block hidden in the HTML source. Yet when you ask ChatGPT or Perplexity, \u201cWhat&#8217;s the address of this company?\u201d they happily spit out:<\/p>\n\n\n\n<p><strong>77 The Muddy Bank, South Pondshire, DK99 YEA, United Queendom.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"490\" src=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/set-different-ducks-cartoon-character_1308-115905.avif\" alt=\"\" class=\"wp-image-1275\" srcset=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/set-different-ducks-cartoon-character_1308-115905.avif 740w, https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/set-different-ducks-cartoon-character_1308-115905-300x199.avif 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure>\n\n\n\n<p>(Yes, that&#8217;s the kind of vibe we&#8217;re working with here &#8211; aggressive ducks in t-shirts. The experiment even came with adorable duck doodles.)<\/p>\n\n\n\n<p>This cheeky test, popularized in early 2026 by SEO veteran <strong>Mark Williams-Cook<\/strong> (with original credit to Richard Barrett), became a viral wake-up call across LinkedIn, podcasts, Reddit, and SEO forums. It exposed a hard truth many &#8220;AI SEO&#8221; or &#8220;GEO&#8221; gurus didn&#8217;t want to hear: <strong>most current LLM-based AI systems do not parse structured data the way search engines like Google do.<\/strong> They just&#8230; read the text. All of it. Including your fancy <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">&lt;script type=&#8221;application\/ld+json&#8221;&gt;<\/mark> tags.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Setup: A Pond-Full of Fake Schema<\/h2>\n\n\n\n<p>Mark created a simple webpage for the nonexistent company. Visible content? Zero mention of any address. But tucked away in the code was this glorious nonsense:<\/p>\n\n\n\n<p>JSON<\/p>\n\n\n\n<div style=\"max-width: 800px; margin: 2rem auto; background: #ffffff; border: 1px solid #e0e0e0; border-radius: 10px; overflow: hidden; box-shadow: 0 4px 12px rgba(0,0,0,0.08); font-family: system-ui, sans-serif;\">\n\n  <!-- Header with title and copy button -->\n  <div style=\"background: #f5f7fa; padding: 12px 16px; display: flex; justify-content: space-between; align-items: center; border-bottom: 1px solid #e0e0e0;\">\n    <span style=\"font-weight: 600; color: #333; font-size: 15px;\">duck-schema.json<\/span>\n    <button id=\"copyDuckSchema\" style=\"background: #28a745; color: white; border: none; padding: 6px 14px; border-radius: 6px; cursor: pointer; font-size: 13px; font-weight: 500; transition: background 0.2s;\">Copy<\/button>\n  <\/div>\n\n  <!-- Cute duck image -->\n  <img decoding=\"async\" src=\"https:\/\/thumbs.dreamstime.com\/b\/yellow-rubber-duck-385868558.jpg\" \n       alt=\"Cute friendly yellow rubber duck\" \n       style=\"display: block; max-width: 160px; margin: 20px auto 10px; border-radius: 8px;\">\n\n  <!-- Code block with highlighting -->\n  <pre id=\"duckCode\" style=\"margin: 0; padding: 20px; background: #f8f9fa; overflow-x: auto; font-family: Consolas, Monaco, 'Courier New', monospace; font-size: 14px; line-height: 1.5; white-space: pre; color: #24292e;\">\n{\n  <span style=\"color: #005cc5;\">\"@context\"<\/span>: <span style=\"color: #22863a;\">\"http:\/\/api.the-great-pond.net\/schema\"<\/span>,\n  <span style=\"color: #005cc5;\">\"@type\"<\/span>: <span style=\"color: #22863a;\">\"MallardEnterprise\"<\/span>,\n  <span style=\"color: #005cc5;\">\"flockName\"<\/span>: <span style=\"color: #22863a;\">\"DUCK YEA T-SHIRTS\"<\/span>,\n  <span style=\"color: #005cc5;\">\"waddleStyle\"<\/span>: <span style=\"color: #22863a;\">\"Aggressive\"<\/span>,\n  <span style=\"color: #005cc5;\">\"nestingGrounds\"<\/span>: {\n    <span style=\"color: #005cc5;\">\"@type\"<\/span>: <span style=\"color: #22863a;\">\"LilyPadAddress\"<\/span>,\n    <span style=\"color: #005cc5;\">\"reedNumber\"<\/span>: <span style=\"color: #22863a;\">\"77\"<\/span>,\n    <span style=\"color: #005cc5;\">\"puddle\"<\/span>: <span style=\"color: #22863a;\">\"The Muddy Bank\"<\/span>,\n    <span style=\"color: #005cc5;\">\"region\"<\/span>: <span style=\"color: #22863a;\">\"South Pondshire\"<\/span>,\n    <span style=\"color: #005cc5;\">\"featherCode\"<\/span>: <span style=\"color: #22863a;\">\"DK99 YEA\"<\/span>,\n    <span style=\"color: #005cc5;\">\"country\"<\/span>: <span style=\"color: #22863a;\">\"United Queendom\"<\/span>\n  },\n  <span style=\"color: #005cc5;\">\"migrationPattern\"<\/span>: <span style=\"color: #22863a;\">\"Non-Migratory\"<\/span>,\n  <span style=\"color: #005cc5;\">\"quackVolume\"<\/span>: <span style=\"color: #22863a;\">\"Loud\"<\/span>\n}\n  <\/pre>\n\n<\/div>\n\n<script>\n  document.getElementById('copyDuckSchema').addEventListener('click', function() {\n    const code = document.getElementById('duckCode').textContent;\n    navigator.clipboard.writeText(code).then(() => {\n      const btn = this;\n      btn.textContent = 'Copied!';\n      btn.style.background = '#0069d9';\n      setTimeout(() => {\n        btn.textContent = 'Copy';\n        btn.style.background = '#28a745';\n      }, 2000);\n    }).catch(err => console.error('Copy failed', err));\n  });\n<\/script>\n\n\n\n<p>Invalid context URL. Fake <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">@type<\/mark> values. Custom properties that Schema.org has never heard of. Yet tools like ChatGPT and Perplexity pulled the address straight from it, often prefacing with phrases like \u201cThe address shown on that page (in its embedded structured data) is\u2026\u201d<\/p>\n\n\n\n<p>They weren&#8217;t <em>parsing<\/em> the schema. They were tokenizing the entire HTML &#8211; including the JSON string &#8211; and treating it like any other prose on the page.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-Mar-13-2026-07_39_59-PM.png\" alt=\"\" class=\"wp-image-1289\" srcset=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-Mar-13-2026-07_39_59-PM.png 1536w, https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-Mar-13-2026-07_39_59-PM-300x200.png 300w, https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-Mar-13-2026-07_39_59-PM-1024x683.png 1024w, https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/ChatGPT-Image-Mar-13-2026-07_39_59-PM-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<p>(Here&#8217;s what real, valid JSON-LD looks like in the wild. Notice how structured and Schema.org-compliant it is\u2014unlike our duck friends&#8217; version.)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why This Matters (and Why the Hype Was Overblown)<\/h2>\n\n\n\n<p>For years, people ran &#8220;proof&#8221; experiments: hide an address only in <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">schema \u2192 AI cites it \u2192 &#8220;See?<\/mark> LLMs love structured data!&#8221; The duck test flipped the script. If invalid, fictional schema gets picked up exactly the same way, then the magic isn&#8217;t in the structure &#8211; it&#8217;s in the plain text presence.<\/p>\n\n\n\n<p>Key takeaways from Mark&#8217;s conclusions (and the wider discussion that followed):<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 2.5rem auto; font-family: system-ui, -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;\">\n\n  <!-- Card 1: Schema is still valuable -->\n  <div style=\"background: linear-gradient(135deg, #f0f9ff 0%, #e0f2fe 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 6px 20px rgba(0,0,0,0.06); border: 1px solid #bae6fd;\">\n    <div style=\"display: flex; align-items: center; margin-bottom: 16px;\">\n      <span style=\"font-size: 2rem; margin-right: 16px;\">\u2705<\/span>\n      <h3 style=\"margin: 0; font-size: 1.4rem; color: #1e40af; font-weight: 700;\">Schema is still valuable \u2014 especially for Google<\/h3>\n    <\/div>\n    <p style=\"margin: 0; font-size: 1.05rem; color: #1e293b; line-height: 1.7;\">\n      It feeds the Knowledge Graph, powers rich results, reduces ambiguity in AI Overviews, and helps traditional search. \n      John Mueller and others have repeatedly confirmed Google uses it meaningfully. \n      <strong style=\"color: #1d4ed8;\">Don&#8217;t ditch it.<\/strong>\n    <\/p>\n  <\/div>\n\n  <!-- Card 2: For generative AI answers -->\n  <div style=\"background: linear-gradient(135deg, #fefce8 0%, #fef9c3 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 6px 20px rgba(0,0,0,0.06); border: 1px solid #fde047;\">\n    <div style=\"display: flex; align-items: center; margin-bottom: 16px;\">\n      <span style=\"font-size: 2rem; margin-right: 16px;\">\ud83e\udd16<\/span>\n      <h3 style=\"margin: 0; font-size: 1.4rem; color: #854d0e; font-weight: 700;\">For generative AI answers (ChatGPT, Perplexity, etc.)<\/h3>\n    <\/div>\n    <p style=\"margin: 0; font-size: 1.05rem; color: #1e293b; line-height: 1.7;\">\n      Schema isn&#8217;t a special sauce. These systems ingest HTML roughly the same way: \n      <strong>everything gets tokenized<\/strong>. \n      Clear, explicit, visible content usually wins because it&#8217;s easier to trust and less noisy.\n    <\/p>\n  <\/div>\n\n  <!-- Card 3: The real GEO edge -->\n  <div style=\"background: linear-gradient(135deg, #f3e8ff 0%, #e9d5ff 100%); border-radius: 16px; padding: 28px 32px; box-shadow: 0 6px 20px rgba(0,0,0,0.06); border: 1px solid #c084fc;\">\n    <div style=\"display: flex; align-items: center; margin-bottom: 16px;\">\n      <span style=\"font-size: 2rem; margin-right: 16px;\">\ud83c\udf1f<\/span>\n      <h3 style=\"margin: 0; font-size: 1.4rem; color: #6b21a8; font-weight: 700;\">The real &#8220;GEO&#8221; edge comes from<\/h3>\n    <\/div>\n    <ul style=\"margin: 12px 0 0 0; padding-left: 24px; font-size: 1.05rem; color: #1e293b; line-height: 1.8; list-style: none;\">\n      <li style=\"position: relative; margin-bottom: 10px;\">\n        <span style=\"position: absolute; left: -24px; color: #8b5cf6; font-weight: bold;\">\u2192<\/span>\n        Semantic clarity\n      <\/li>\n      <li style=\"position: relative; margin-bottom: 10px;\">\n        <span style=\"position: absolute; left: -24px; color: #8b5cf6; font-weight: bold;\">\u2192<\/span>\n        Strong entity signals\n      <\/li>\n      <li style=\"position: relative; margin-bottom: 10px;\">\n        <span style=\"position: absolute; left: -24px; color: #8b5cf6; font-weight: bold;\">\u2192<\/span>\n        Authoritative, well-structured text\n      <\/li>\n      <li style=\"position: relative; margin-bottom: 10px;\">\n        <span style=\"position: absolute; left: -24px; color: #8b5cf6; font-weight: bold;\">\u2192<\/span>\n        Tables, lists, clear formatting\n      <\/li>\n      <li style=\"position: relative;\">\n        <span style=\"position: absolute; left: -24px; color: #8b5cf6; font-weight: bold;\">\u2192<\/span>\n        Being cited \/ mentioned elsewhere\n      <\/li>\n    <\/ul>\n    <p style=\"margin: 20px 0 0 0; font-size: 1.05rem; color: #4c1d95; font-weight: 500;\">\n      Not from repackaging basic schema as revolutionary LLM optimization.\n    <\/p>\n  <\/div>\n\n<\/div>\n\n\n\n<p>This experiment echoed across the industry &#8211; podcasts dissected it, SaaS SEO blogs referenced it, even Threads and Instagram reels called out the &#8220;AI SEO bros.&#8221; It was a reality check: stop selling schema as the golden ticket to AI visibility.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"520\" src=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/duck-with-green-head-cartoon-character_1308-98578.avif\" alt=\"\" class=\"wp-image-1282\" srcset=\"https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/duck-with-green-head-cartoon-character_1308-98578.avif 740w, https:\/\/www.mindbees.com\/blog\/wp-content\/uploads\/2026\/03\/duck-with-green-head-cartoon-character_1308-98578-300x211.avif 300w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/><\/figure>\n\n\n\n<p>(Another proud mallard, probably quacking &#8220;My schema is valid&#8230; right?&#8221;)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Should You Actually Do in 2026<\/h2>\n\n\n\n<div style=\"max-width: 920px; margin: 3rem auto; font-family: system-ui, -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;\">\n\n  <h2 style=\"text-align: center; color: #1e40af; font-size: 2rem; margin-bottom: 2.5rem; font-weight: 700;\">\n    Practical Next Steps After the Duck Test \ud83e\udd86\n  <\/h2>\n\n  <!-- Card 1: Prioritize visible content -->\n  <div style=\"background: linear-gradient(135deg, #e0f7fa 0%, #b2ebf2 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 8px 24px rgba(0,0,0,0.07); border: 1px solid #80deea;\">\n    <div style=\"display: flex; align-items: flex-start; gap: 20px;\">\n      <span style=\"font-size: 2.5rem; flex-shrink: 0;\">\ud83d\udcc4<\/span>\n      <div>\n        <h3 style=\"margin: 0 0 12px 0; font-size: 1.45rem; color: #006064; font-weight: 700;\">Prioritize visible, well-structured content<\/h3>\n        <p style=\"margin: 0; font-size: 1.05rem; color: #004d40; line-height: 1.7;\">\n          Use headings, lists, tables, and clear paragraphs. LLMs extract from what they \u201csee\u201d most reliably \u2014 make your key info impossible to miss on the page itself.\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Card 2: Use schema correctly -->\n  <div style=\"background: linear-gradient(135deg, #e8f5e9 0%, #c8e6c9 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 8px 24px rgba(0,0,0,0.07); border: 1px solid #a5d6a7;\">\n    <div style=\"display: flex; align-items: flex-start; gap: 20px;\">\n      <span style=\"font-size: 2.5rem; flex-shrink: 0;\">\ud83d\udee0\ufe0f<\/span>\n      <div>\n        <h3 style=\"margin: 0 0 12px 0; font-size: 1.45rem; color: #1b5e20; font-weight: 700;\">Use schema correctly \u2014 for Google<\/h3>\n        <p style=\"margin: 0; font-size: 1.05rem; color: #1b5e20; line-height: 1.7;\">\n          Rich snippets, Knowledge Panel boosts, ambiguity reduction \u2014 tools like Google&#8217;s Structured Data Testing Tool still love valid markup. Keep doing it right where it counts.\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Card 3: Test like crazy -->\n  <div style=\"background: linear-gradient(135deg, #fff3e0 0%, #ffe0b2 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 8px 24px rgba(0,0,0,0.07); border: 1px solid #ffcc80;\">\n    <div style=\"display: flex; align-items: flex-start; gap: 20px;\">\n      <span style=\"font-size: 2.5rem; flex-shrink: 0;\">\ud83d\udd2c<\/span>\n      <div>\n        <h3 style=\"margin: 0 0 12px 0; font-size: 1.45rem; color: #ef6c00; font-weight: 700;\">Test like crazy<\/h3>\n        <p style=\"margin: 0; font-size: 1.05rem; color: #ef6c00; line-height: 1.7;\">\n          Feed your pages to ChatGPT, Perplexity, Gemini, Claude \u2014 see what they actually cite. The duck proved assumptions wrong; your site might surprise you too.\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Card 4: Focus on entity building -->\n  <div style=\"background: linear-gradient(135deg, #f3e5f5 0%, #e1bee7 100%); border-radius: 16px; padding: 28px 32px; margin-bottom: 24px; box-shadow: 0 8px 24px rgba(0,0,0,0.07); border: 1px solid #ce93d8;\">\n    <div style=\"display: flex; align-items: flex-start; gap: 20px;\">\n      <span style=\"font-size: 2.5rem; flex-shrink: 0;\">\ud83c\udf10<\/span>\n      <div>\n        <h3 style=\"margin: 0 0 12px 0; font-size: 1.45rem; color: #6a1b9a; font-weight: 700;\">Focus on entity building<\/h3>\n        <p style=\"margin: 0; font-size: 1.05rem; color: #6a1b9a; line-height: 1.7;\">\n          Consistent NAP (Name, Address, Phone), detailed about pages, Wikipedia-level signals, quality backlinks \u2014 these create stronger probabilistic associations than hidden JSON ever could.\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Card 5: Watch for evolution -->\n  <div style=\"background: linear-gradient(135deg, #e3f2fd 0%, #bbdefb 100%); border-radius: 16px; padding: 28px 32px; box-shadow: 0 8px 24px rgba(0,0,0,0.07); border: 1px solid #90caf9;\">\n    <div style=\"display: flex; align-items: flex-start; gap: 20px;\">\n      <span style=\"font-size: 2.5rem; flex-shrink: 0;\">\ud83d\udd2e<\/span>\n      <div>\n        <h3 style=\"margin: 0 0 12px 0; font-size: 1.45rem; color: #1565c0; font-weight: 700;\">Watch for evolution<\/h3>\n        <p style=\"margin: 0; font-size: 1.05rem; color: #1565c0; line-height: 1.7;\">\n          By late 2026 some systems might add proper JSON-LD parsing (Perplexity has hinted at better structured data handling). But right now? <strong>Text wins.<\/strong>\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n<\/div>\n\n\n\n<p>The moral of the story? Don&#8217;t let hype pond-scum cloud your judgment. Schema isn&#8217;t dead &#8211; it&#8217;s just not the LLM cheat code some promised.<\/p>\n\n\n\n<p>Keep testing, keep quacking, and maybe throw in a few ducks for fun. <\/p>\n\n\n\n<p>What do you think &#8211; have you run similar experiments on your own site? Drop your results in the comments. Or better yet, go hide a fake address in schema and see if your favorite AI falls for it. Just don&#8217;t blame the duck.<\/p>\n\n\n\n<p>If you&#8217;re looking to level up your site&#8217;s visibility in both classic search rankings and the new world of AI answers, <a href=\"https:\/\/www.mindbees.com\/\">MindBees<\/a> offers expert help with proven <a href=\"https:\/\/www.mindbees.com\/search-engine-optimization\/\"><strong>SEO<\/strong> and <strong>GEO<\/strong><\/a> strategies. <br><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Picture this: a plucky little t-shirt company called DUCK YEA T-SHIRTS, run by aggressive-waddling mallards from the fictional land of South Pondshire. No visible address on the page &#8211; just a sneaky, completely made-up JSON-LD block hidden in the HTML source. Yet when you ask ChatGPT or Perplexity, \u201cWhat&#8217;s the address of this company?\u201d they [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1288,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[68,9],"tags":[16,42,24,504,15],"class_list":["post-1274","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mindblog","category-seo","tag-digital-marketing","tag-geo","tag-mindbees","tag-schema-markup","tag-seo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Schema Myth: Why LLMs Don&#039;t Read JSON-LD Like You Think<\/title>\n<meta name=\"description\" content=\"Many believe LLMs read JSON-LD directly. Learn why that\u2019s a myth and how schema actually impacts search, AI summaries, and modern SEO.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.mindbees.com\/blog\/schema-myth-llms-json-ld-seo\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Schema Myth: Why LLMs Don&#039;t Read JSON-LD Like You Think\" \/>\n<meta property=\"og:description\" content=\"Many believe LLMs read JSON-LD directly. 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