Abstract: The present technology pertains to providing an improved user experience for user accounts taking group rideshare rides. In some aspects of the present technology, a rideshare service can use ride experience data relating to a group rideshare ride experience by a user account to determine that a user associated with the user account might have reason to be dissatisfied with the group rideshare ride, and can compensate the user account. In some aspects of the present technology, a rideshare service can proactively suggest a group rideshare itinerary to a user account when the group itinerary matches a previous itinerary arranged by the user account, and the suggested group rideshare itinerary can be offered at a preferred charge. In some aspects of the present technology, a rideshare service can permit a user account to create an organized carpool ride with other invited user accounts.

Abstract: The present technology pertains to providing an improved user experience for user accounts taking group rideshare rides. In some aspects of the present technology, a rideshare service can use ride experience data relating to a group rideshare ride experience by a user account to determine that a user associated with the user account might have reason to be dissatisfied with the group rideshare ride, and can compensate the user account. In some aspects of the present technology, a rideshare service can proactively suggest a group rideshare itinerary to a user account when the group itinerary matches a previous itinerary arranged by the user account, and the suggested group rideshare itinerary can be offered at a preferred charge. In some aspects of the present technology, a rideshare service can permit a user account to create an organized carpool ride with other invited user accounts.

Abstract: The present technology pertains to utilizing an autonomous transportation service to deliver items offered for sale in a peer-to-peer marketplace. The peer-to-peer marketplace can include an integration that will offer autonomous transportation and direct a buyer and seller to enter locations for pick-up and drop-off, respectively. The autonomous transportation system can transport the item from the seller to the buyer and avoid many conventional drawbacks of peer-to-peer marketplaces.

Abstract: The subject disclosure provides techniques for enriching user reviews and providing improved user recommendations using data collected by autonomous vehicles (AVs). In some aspects, a process of the disclosed technology includes steps for receiving a ride request wherein the ride request specifies a pick-up location associated with a user identifier (ID), navigating an autonomous vehicle to the pick-up location to provide ride service for a user associated with the user ID, and receiving review information from the user, wherein the review information relates to a product or service consumed by the user. In some aspects, the process can also include steps for associating the review information with the user ID, and enriching the review information using trip information associated with the user ID. Systems and computer-readable media are also provided.