System and method for selecting a candidate transfer apparatus

A method of determining a transfer apparatus based on user preferences, the method comprising:

• receiving, by a computing device, at least a transfer invocation and a plurality of user preferences, wherein the at least a transfer invocation comprises at least an origin location and at least a destination location;
• determining, by the computing device, a plurality of candidate transfer apparatuses as a function of the transfer invocation and the plurality of user preferences;
• generating, by the computing device and using a plurality of trained candidate transfer apparatus models, a plurality of performance prognoses for the plurality of candidate transfer apparatuses, wherein generating the plurality of performance prognoses comprises:
• receiving, by the plurality of trained candidate transfer apparatus models, the at least the transfer invocation and the plurality of user preferences;
• and
• generating, by each trained candidate transfer apparatus model, a performance prognosis corresponding to the candidate transfer apparatus;
• ranking, by the computing device, the plurality of performance prognoses as a function of a difference between each performance prognosis and the plurality of user preferences, wherein ranking the plurality of performance prognoses comprises:
• computing, using a loss function, a score representing a deviation between each performance prognosis and the plurality of user preferences;
• optimizing the score as a function of an objective function configured to identify a candidate transfer apparatus indicative of a maximal satisfaction of the plurality of user preferences;
• and
• ordering the plurality of performance prognoses in accordance with the optimized score;
• and
• selecting, by the computing device, a transfer apparatus as a function of the ranking;
• providing, by the computing device, the transfer apparatus selected from the plurality of candidate transfer apparatuses to a user.