Abstract: A computer-implemented method comprising, by one or more hardware computer processors configured with specific computer executable instructions, receiving a set of customer parameters representing characteristics of a customer, accessing a catalog containing data on vehicles of a collection of vehicles to obtain vehicle parameters representing characteristics of specific vehicles of the collection of vehicles, generating deal data elements each representing a respective potential deal, each deal data element comprising an association between loan parameters and a vehicle of the collection of vehicles, operating a finance prediction AI on the deal data elements to predict responses of one or more lenders to the respective potential deals represented by the deal data elements for the customer, associating the deal data elements with evaluation scores representing evaluations of the respective potential deals according to an evaluation metric taking into account the predicted bank responses; and selecting a subs