Abstract: Systems and methods are disclosed for providing a subscription travel service. The systems and methods include operations for determining a geographical location of a user of a subscription-based travel service; searching a list of travel services that are available for the user to consume on a travel date to identify candidate travel services; computing a likelihood of consumption value for the user based on transportation criteria associated with arriving at a given travel service in the list of travel services from the geographical location of the user; determining that the likelihood of consumption value for the user is less than a threshold; increasing a travel cost value associated with the given travel service in response to determining that the likelihood of consumption value is less than the threshold; and generating, for display in a graphical user interface to the user, an interactive visual representation of the given travel service.

Abstract: Systems and methods are disclosed for providing a subscription travel service. The systems and methods include operations for receiving travel information with a travel date for a user; computing a subscription value as a function of a booking date and the travel date; determining a minimum travel value and a maximum purchase amount based on the computed subscription value; searching a list of travel services that are available on the travel date to identify candidate travel services each having a first cost that exceeds the minimum travel value; selecting a subset of the candidate travel services that each have a second cost that is less than the maximum purchase amount; and generating for display to a user, in a graphical user interface, one or more interactive visual representations of the selected subset of the candidate travel services.