A method for automatically avoiding failed customer payments with respect to electronic fund transfers may include receiving, by a facilitation agent, account
transaction data associated with payments attempted with respect to a plurality of
payment instruments for a plurality of customers, employing a
machine learning platform to determine a predicted suitability rating for each of the plurality of
payment instruments for the plurality of customers, transmitting a message to a selected one of the customers to provide an interface console with
payment instrument options displayed based on the predicted suitability rating, and in response to selection of a payment instrument option by the selected one of the customers, modifying a payment source associated with a future payment to be made to a selected payment instrument associated with the selected payment instrument option.