AI Visibility
A composite measure of how strongly a brand surfaces across AI platforms for a defined set of industry questions, weighting whether it appears, how early, how much space it occupies, and how often it is cited.
Analogy Mental model
A leaderboard for the new world. The brand introduced first and at length scores ten; the one mentioned fifth in passing scores two; the one absent scores nothing.
In practice What you actually do
The commercial tools all produce a percentage score, and the useful discipline is treating it as a target relative to named competitors rather than as an absolute. Track it per platform, because the gaps between platforms are usually large and diagnostic.
Where people get burned Pitfalls
A brand can be highly visible in one engine and almost absent in another, typically because it ranks in one index and not the other, or because it has no off-site reputation for a given engine to draw on.
This entry was written in English from the Chinese original, not machine-translated. Read the Chinese version →