Answer-engine visibility desk

AEO & AI Search

News, analysis, guides, and research about AEO, GEO, AI answers, citations, retrieval, technical eligibility, entity clarity, and measurement.

From this desk

Start with the most useful page

The featured page offers a strong introduction. The remaining cards help readers move through this editorial section without turning the archive into a service menu.

Read the featured guide

Run the citation-ready passage test

Check whether a passage states a bounded answer, names its evidence, exposes important limits, and remains understandable outside the surrounding page.

Read this page

Latest AEO & AI Search stories

Latest answer-engine articles

New stories are added when they contribute a verified change, method, test, or useful framework—not a citation promise.

A useful standard

What this hub does—and does not—measure

AI answers vary by platform, query, location, account state, and time. A citation is an observation in one answer context, not a permanent ranking.

Eligibility is the first gate

A page still needs ordinary crawlability, indexability, useful content, and accessible text before any answer system can evaluate it.

Evidence creates inspectability

Primary sources, precise entities, dates, methods, and visible limits make a claim easier for readers and systems to check.

Retrieval is not causation

Referral and citation reports can document appearance. They do not prove why one source was selected or guarantee the next answer.