To effectively reduce water waste and generate accurate predictions through an automated solution, multiple elements must seamlessly work together to support decision-making activities. Indeed, artificial intelligence can be an incredibly powerful tool in this field: it is possible to build a model to interpret large amounts of real-time and historical data from different environments and soils and to generate accurate predictions in real-time. Here it comes our MLOps Platform to be integrated into smart systems to improve water and energy saving.