Security measures are provided for resource exchange events occurring within a virtual environment, such as metaverse or the like. Intelligent resource exchange event authentication is realized by leveraging Artificial Intelligence (AI) and, more specifically, Machine Learning (ML) techniques to identify user behavioral patterns associated with previous resource exchange events conducted within the virtual environment and, in some instances, non-virtual environment. Current resource exchange event characteristics are compared to the user behavior patterns to ensure that the resource exchange event is authentic/legitimate. Additionally, intelligent user authentication occurs by leveraging the use of a Non-Fungible Token (NFT) that is presented by the user at the onset of the resource exchange event and is verified within a distributed trust computing network.