The document outlines a new decision support tool called TAGMI aimed at enhancing technology adoption in smallholder farming systems, specifically for agricultural water management (AWM) interventions. It details the collaborative research process to merge various types of knowledge using a Bayesian network approach, while testing predictions for out-scaling AWM technologies in the Volta and Limpopo basins. The findings indicate potential for successful out-scaling, though the strength of predictions remains low and highlights the need for better data on social-human factors.