AI visibility rate
An AI visibility rate is the share of retained assistant answers in which a brand was named, always reported with its denominator, such as 3 of 8 answers.
The rate belongs to a defined question set, provider mix, region, and time window. Change those inputs and the result is no longer directly comparable.
Small samples should remain labeled as early evidence. A visibility rate is not a guaranteed search rank, traffic estimate, or revenue forecast.