An e-commerce real estate marketplace and platform includes one or more systems and methods for facilitating all aspects of cross-border real-estate transactions. Included are one or more unique machine learning techniques that together with multiple data processing steps perform mathematical calculations and/or automated reasoning tasks that allow buyers, sellers, and third parties to execute satisfactory transactions in a secure and confidential environment with complete certainty.