The outcome is reflected not only in an increase in mentions, but also in their quality. What matters is that the brand starts appearing in the right context, with accurate service descriptions and without being confused with competitors. This is measured through AI content metrics and ongoing AI monitoring, which show how the brand’s interpretation evolves within the AI environment.