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INSIGHTS

Working notes from
the era of AI answers

The questions we meet again and again while doing AEO. Not first principles — only what we confirmed in an actual audit.

Basics and concepts

What AEO, SEO and GEO each are, and why they produce different outcomes.

Related services AI search visibility What is AEO? GEO SEO or AEO first AEO glossary

Content and citation structure

How a paragraph an answer engine can lift differs, and how wrongly cited information gets corrected.

Related services Citable content design Content SEO

Structured data and technical

The machine-readable layer — schema, robots, llms.txt and crawler accessibility.

Related services Structured data AI crawler optimization Technical SEO

Measurement and judging results

What to measure and how, and how far someone else's figures can be trusted.

Related services AEO audit Citation monitoring Research and data

Research and primary sources

Papers and search engines' official documentation read in the original, with confirmed facts kept separate from our reading.

Related services Research and data

Cases and field data

What we built and what we measured. Measurement conditions and raw data published with it.

Related services Cases

Other

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