Patent ID: 11861746
Assignee: INSPIRATO, LLC
Field: IT methods for management (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A computer-implemented method comprising:
computing, by one or more processors, a subscription value for a first user as a function of a future experience date and a current date, the subscription value comprising an amortized value portion, the subscription value representing a total amount of resources that will be available to be used for accessing an experience on the future experience date;
searching, by the one or more processors, a plurality of experience related resources that are available for the first user to consume on the future experience date to identify candidate experience related resources;
training a machine learning technique by processing training data comprising data associated with one or more users that include at least a given user, the training being performed by:
retrieving a portion of the training data from a storage device;
extracting features from the training data for the one or more users that include at least the given user;
utilizing the machine learning technique to estimate a first likelihood of consumption value for the given user based on the features and based on one or more transportation criteria associated with consumption of a given experience related resource; and
updating parameters of the machine learning technique based on the first likelihood of consumption value for the given user;

applying the machine learning technique, as trained, to activity information for the first user to estimate a second likelihood of consumption value for the first user;
determining, by the one or more processors, that the second likelihood of consumption value for the first user transgresses a threshold;
determining first and second maximum purchase amounts based on first and second subscription values, the first subscription value corresponding to a first set of transportation criteria and the second subscription value corresponding to a second set of transportation criteria; and
generating, by the one or more processors, for display in a graphical user interface to the first user, an interactive visual representation of the given experience related resource based on the subscription value and based on determining that the second likelihood of consumption value for the first user transgresses the threshold.