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  "headline": "From Web Mentions to LLM Citations: What Legacy Tracking Misses",
  "description": "Learn why traditional brand mention tracking misses AI search visibility and how to measure citations, competitors, and source patterns across LLM answers.",
  "datePublished": "2026-05-15T07:40:52.826204+00:00",
  "dateModified": "2026-11-03T16:09:56.782677+00:00",
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    "web mentions vs LLM citations",
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    "LLM brand monitoring",
    "AI citation tracking",
    "share of voice analytics"
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