AI platforms shape consumer discovery before any other touchpoint
Consumers increasingly encounter AI-generated brand summaries and recommendation outputs as their first brand interaction before editorial, advertising, or social exposure. The quality, accuracy, and emotional positioning of these AI representations is determined by the communications signals preceding them.

