The MADAI collaboration (Models and Data Analysis Initiative) is devoted to developing statistical analysis and visualization tools for the purpose of comparing complex models and simulations to large scale heterogenous data sets. Since many of the challenges cross a multitude of disciplines, MADAI’s analysis infrastructure will be designed to simultaneously address several pressing scientific challenges, and once finished, should be extensible to innumerable other problems.