AI Search Visibility (AEO)

SEO competes for a position in a list of links a user then chooses from. AEO competes to be named inside a single generated answer, where typically only a few options get mentioned at all and the user usually acts on that answer without visiting a list. The inputs differ accordingly: entity clarity, structured data, authoritative citations and content written to be retrieved and quoted rather than to rank.

It is a plain-text file that states, in the form the models consume most cleanly, what your project is, what it does and what it should be associated with. On its own it is a small signal — it works because it is consistent with the entity, schema and citation work around it. The value is in removing ambiguity: models describe you badly most often because your own material never stated the classification plainly.

We monitor how each major answer engine describes you and whether you appear for the buying questions in your category, month over month. That produces a record of drift as well as of progress — models change, and a description that was accurate in one quarter can degrade in the next. Catching that early is a large part of why the monitoring runs continuously rather than as a one-off audit.

It is early, which is the argument for doing it. The channel is materially less contested than search, the work compounds, and the projects establishing entity and citation authority now are the ones models will draw on later. It is not a substitute for the channels that produce attention today — it runs alongside them, and it is priced as a single service so it does not have to displace anything.