SEO STRATEGY × PRACTICAL RESEARCH

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.

88 PUBLISHED INSIGHTS

Ideas you can act on.

Entity SEONLPAI visibilityE-E-A-T
28

Information Gain: Turning Generic Content into Evidence

Saying something true isn't enough anymore if ten other pages say the exact same thing. Here's how I actually build in information gain.

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27

Entity-Led Content is More Than Adding Schema

Adding JSON-LD to a vague page doesn't make it entity-led. Here's the mistake I see constantly, and what actually has to change first.

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26

The Sitemap Gap: Thousands of Valuable Pages Google Never Sees

A page not being indexed usually isn't a penalty. It's a gap between what your site has and what your sitemap ever told Google about.

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25

Why I Actually Like SEO, After Ten Years of Doing it

People assume SEO is boring. It's the opposite. Here's why algorithm updates and constant trial and error are exactly why I stayed.

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24

I did Black Hat SEO When I Started. from Keyword Stuffing to Entity Clarity

I'm not proud of how I started in SEO. Here's what I actually did, why it worked for a while, and what changed my mind for good.

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23

Stop Naming New Things. AI SEO, GEO, AEO, It's Still Just SEO

Another month, another new acronym for the same job. Here's why I stopped chasing the naming debate and what I focus on instead.

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NOTES WORTH KEEPING

Clearer search decisions;
shared regularly.

No noise. Just practical observations about search systems, AI visibility, and content that earns attention.

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