Abstract: The subject disclosure relates to methods for facilitating a settlement between two or more parties engaged in mediation through an online platform. In some aspects, the disclosed technology provides settlement suggestions and predictions based on historic settlement data. Settlement suggestions and predictions can be informed using a machine learning (ML) model that is configured to make predictions about the likelihood of acceptance of various settlement amounts by all mediating parties. In some aspects, ML model may also provide messages to one or more parties engaged in mediation to encourage settlement. Systems and computer-readable media are also provided.