Articles
GEO Articles
Principles and frameworks for AI search visibility.
GEO Column 16：A Source Must Be Allowed to Disagree
Why AI-search visibility is more trustworthy when sources can preserve supported differences instead of being flattened into agreement.
GEO Column 15：A Result Needs a Baseline
Why a single appearance in AI search is an observation, not yet a conclusion about visibility.
GEO Column 14：A Citation Needs a Boundary
Why AI-search citations are useful only when readers can tell exactly which claim a source supports.
GEO Column 13：A Miss Is Not Yet a Diagnosis
Why an absent AI citation is an outcome with several possible causes, not a verdict on a page.
GEO Column 12：Availability Is Not Distinctiveness
Why a public source needs a recognizable contribution before AI search can prefer it over interchangeable alternatives.
GEO Column 11：A Claim Needs to Keep Its Evidence
Why AI-search visibility depends on whether a source's evidence remains attached to the claim it supports.
GEO Column 10：A Source Must Be Intelligible Before It Can Be Useful
Why AI-search visibility begins with a source that systems can read as a coherent piece of work.
GEO Column 09：A Metric Is Not the Meaning of Visibility
Why generative-search measurement should distinguish appearance, contribution, and human value.
GEO Column 08：The Reader Is Part of Your Visibility
Why AI-search visibility becomes durable when people can recognize, choose, and return to a source.
GEO Column 07：Visibility Must Survive Variation
Why durable AI-search visibility depends on remaining useful as closely related questions change.
GEO Column 06：Visibility Is a Permissioned Relationship
Why AI-search visibility becomes more durable when publishers treat it as a chosen relationship, not an entitlement.
GEO Column 05：The Question Is Part of Your Visibility
Why AI-search visibility begins with the exact question a source helps a reader think through.
GEO Column 04：The Answer Is Not the Last Page
Why visibility in AI search depends on what a source enables after the answer, not only on appearing inside it.
GEO Column 03：Being Cited Is Not the Same as Shaping the Answer
Why AI search visibility should be judged by a source's contribution to understanding, not citation presence alone.
GEO Column 02：Visibility Is a Path, Not a Position
Why meaningful visibility in AI search depends on what a reader can do after an answer, not merely where a link appears.
GEO Column 01：Citation Is Not the Same as Contribution
Why AI-search visibility depends on whether a source shapes an answer, not merely whether it appears beside one.