Abstract: Disclosed are systems and methods for improving interactions with and between computers in a search system supported by or configured with search servers, applications or platforms. The systems interact to identify and retrieve data across platforms, which data can be used to improve the quality of results data used in processing interactions between or among processors in such systems. The disclosed systems and methods provide a novel framework for automatically analyzing items, including real-world items and digital content items, in order to determine their attributes (e.g., characteristics, features, and the like), and based on the determined attributes, generating a user interface (UI) that displays the items and their respective attributes in an interactive, dynamically updatable and searchable multidimensional display.