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Hassan Ali's avatar

Framing entity SEO as owning the topics a publication truly knows, rather than chasing keywords, makes the AI shift much clearer. The warning about entity drift is a useful reminder to focus on qualified clicks.

Ed Umbao's avatar

The hands-on experience point is especially relevant to how I'm thinking about SEO content now.

I'm a content and SEO professional, but I've recently started spending more time building and testing the technical workflows I write about. Working directly with APIs, GitHub, Python, and the actual output gives me details I wouldn't get from researching the topic alone.

For me, that makes entity SEO interesting beyond keywords or internal linking. It also raises the question of whether the body of work around an author consistently shows real experience with the entities they're writing about.

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