... performance. This leads to repeated failed retraining cycles, wasted GPU runs, and slow iteration because teams lack insights in which datasets improve the model and which degrade it. Influence guided training has been shown to halve the convergence time. Dowser by Durinn tells AI teams which training data improves model performance and which data hurts it, democratizing what big model providers are doing. How it works Teams define a target capability or task Dowser