Understanding how reservoirs respond to fluid injection requires complex computer models that are too expensive to run thousands of times for statistical analysis. We developed Platypus, a flexible Python package that automates the workflow from preparing simulations to constructing fast, accurate approximations of expensive simulations. Demonstrated on synthetic and real geothermal scenarios, it makes these analyses more accessible, supporting better decision-making under uncertainty.