
As AI assistants become the new starting point for product research, brands must ensure their digital footprint is optimized for machine synthesis and attribution. The traditional model of navigating through multiple pages of search results is rapidly fading, replaced by a streamlined experience where consumers engage with large language models to refine their preferences. This shift means that a product’s










