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FIELD NOTESSearch Intent does Not Stay Still
A page can remain useful while the search results around it change. Here is how I recognize intent drift before recommending a full rewrite.
May 21, 20265 min read
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SEO STRATEGY × PRACTICAL RESEARCHSearch thinking,
Search thinking,
made useful.
Field notes on entity SEO, natural language processing, AI visibility, E-E-A-T, semantic systems, and the decisions behind sustainable search growth.
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FIELD NOTESI was Tired of Guessing Why AI Cited the Other Page
Finding an AI cited competitor is easy. Understanding the searches, evidence, entities, and source choices behind that citation is the useful part.
May 17, 20265 min read
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FIELD NOTESCompanies Don’t Need More SEO Data; They Need Clearer Decisions
Ten years of SEO taught me that reporting becomes valuable only when someone can see what changed, why it matters, and what to do next.
May 13, 20265 min read
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FIELD NOTESThe Sitemap isn’t the Website: What Finding 40K Missing Pages Taught Me
A practical field note about finding more than 40,000 missing sitemap pages and why valid XML does not always mean complete coverage.
May 9, 20265 min read
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SEMANTIC SEOWhy Schema Actually Matters (and What it Doesn't do)
Schema isn't a ranking hack, and it isn't useless either. Here's what it genuinely buys you, and the myths I keep having to correct.
May 5, 20269 min read
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ENTITY SEOWhat is Entity Schema, Actually? a Plain-English Breakdown
Entity schema explained without the jargon: what "about" and "mentions" actually do, and why sameAs is the piece most people skip.
May 1, 20269 min read
Read article NOTES WORTH KEEPINGClearer search decisions;
Clearer search decisions;
shared regularly.
No noise. Just practical observations about search systems, AI visibility, and content that earns attention.
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