GEO & AI search
Retrieval-augmented answer
Definition
An AI response generated by first searching for relevant live pages, then having the model read and synthesize from those specific pages — as opposed to answering purely from training data. Perplexity's shopping answers are retrieval-augmented, which is why what's on your page right now matters more than what a model "knows" about your brand.
Defined in How Perplexity Picks Products (Observed Behavior).
Does ChatGPT recommend you, or a rival?
We run real shopping prompts for your category and show who AI assistants put on the shelf.