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You Can Finally Measure Content Alignment. That’s The Dangerous Part

Search Engine Journal·Duane Forrester·3 months ago
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We have always been approximating relevance. Every keyword list, every TF-IDF score, every editorial judgment about whether a page “covers the topic” has been an attempt to answer a single question: is this content about the thing the user is looking for ? The tools changed. The question did not. What changed, meaningfully, is the resolution of the instrument. Keyword research approximated relevance through lexical overlap: If the words match, the topics probably align. Vector-based semantic analysis approximates it through meaning overlap: If the concepts are close in embedding space, the content is probably relevant regardless of whether the exact terms appear. That is a genuine, material upgrade, but it is not a move from guessing to knowing. The reason that distinction matters is that a significant portion of the SEO and content strategy community is right now treating it as if it were.…

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