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Ideas, perspectives and what’s next

Clearer questions.
More useful answers.

Notes on AI-search presence, the evidence behind it, and the words used to describe it.

An editorial study of information and AI-search signals

Perspective · September 9, 2026

What LLM visibility actually means

A plain definition and measurement checklist.

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An editorial study of information and AI-search signals

Perspective · September 9, 2026

GEO vs SEO: where the jobs differ

Side-by-side job list without hype.

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An editorial study of information and AI-search signals

Perspective · September 9, 2026

How to measure AI citations without fake certainty

Metric tiers and sampling caveats.

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An editorial study of information and AI-search signals

Perspective · September 9, 2026

Naming an LLM visibility product without overclaiming

Naming matrix for house, product, and feature.

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