• Allocation of personnel and material resources in the case of firefighter interventions for the SDIS 31 • Training a Reinforcement Learning agent within a simulation to optimize the firefighters response • Exploring new possibilities by relaxing the constraint on skill levels • Predicting upcoming interventions • Need of high-quality synthetic data