Abstract: An aspect of the disclosure relates to a navigation system configured to use GPS or Wi-Fi to navigate users within a structure as well as on roadways. A mapping system may be configured to generate maps and transmit the maps to user devices in association with turn-by-turn instructions. A given user's current position may be monitored and corrective navigation instructions may be provided. A given user may be navigated to a position of a second user.

Abstract: Systems and methods for enhanced search query systems and methods are described. A large language model is used to extract metadata from a plurality of items of content related to respective items. Sentiment analysis is utilized to determine user sentiment regarding respective item attributes and/or items. Values are associated with a given item's attributes using the determined user sentiment. A user query is received over a network. A search is performed for items satisfying the query using the extracted metadata. Items identified in the search may be ranked using respective values, the values based at least in part on the determined user sentiment, assigned to respective attributes associated with the items. The ranked search results may be transmitted to the user device, the ranked search results corresponding at least in part to the item and/or item attribute rankings, wherein the ranked search results are displayed via the user device.

Abstract: An aspect of the disclosure relates to a navigation system configured to use GPS or Wi-Fi to navigate users within a structure as well as on roadways. A mapping system may be configured to generate maps and transmit the maps to user devices in association with turn-by-turn instructions. A given user's current position may be monitored and corrective navigation instructions may be provided. A given user may be navigated to a position of a second user.