Query Fan-Out: the Thing That Made Me Rethink How I Structure Content
One query becomes a dozen behind the scenes in AI search. Here's the plain-language breakdown, and the mistake I see companies make.
January 25, 20269 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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TECHNICAL SEOHow Search Indexing Works: From Posting Lists to Passages
"Indexed" isn't a yes or no. Here's what a search index actually is, how words get into it, and the practical SEO checks that follow from it.
November 4, 20266 min read
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FIELD NOTESDoes Answer-First Writing Improve Retrieval? Results from My Controlled Test
I compared five rewrite approaches across ten pages, 49 questions and four retrieval methods. Short self-contained sections performed more consistently than answer-first writing alone in this controlled test.
October 29, 202611 min read
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AI VISIBILITYBeing Known Is Not Being Chosen: What My AI Shelf Studies Revealed
Comparing my apparel and skincare studies showed why appearing in a category list is different from being recommended for a customer’s specific need—and why one visibility score can hide that gap.
October 29, 202612 min read
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AI VISIBILITYNo Citation, No Credit? What My 18-Answer Study Could Actually Tell Me
I compared six outdoor-gear questions across three AI search surfaces. The visible citation patterns changed—but they could not tell me which uncited pages had influenced an answer.
October 29, 202610 min read
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AI VISIBILITYSame Prompt, Different Searches: What My Repeated Runs Revealed
Across 11 completed answers to four outdoor-gear questions, I recorded 33 reported queries and 167 citations. Here is what varied, what persisted, and how I would measure a content change.
October 29, 202612 min read
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AI VISIBILITYProof Exists. Can the Shopper Find It? Lessons from My 15-Page Trust Review
I reviewed five pages each from three apparel brands. The useful finding was not a winner’s score: it was the distance between a brand’s strongest evidence and the page where a shopper needed it.
October 27, 202611 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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