1. An apparatus, comprising: a processor; a memory that stores data associated with making a recommendation to a user of an item to acquire; a set of logics that produce a navigable data set that supports an interactive recommendation experience for the user; and an interface to connect the processor, the memory, and the set of logics; the set of logics comprising: a first logic that accesses a Q-dimensional latent space that embeds users and items; a second logic that extracts a full distance matrix from the Q-dimensional latent space; and a third logic that produces a plurality of vectors associated with a P-dimensional Euclidean space from the full distance matrix, where the navigable data set is based, at least in part, on the plurality of vectors, P being less than or equal to Q.