Climate change has significantly increased for-est fire risk across EU, threatening our critical infrastructures providing essential for services, e.g. mobile telecommunication. AI-RON MAN project aims to deliver a tool to dynamically pre-dict wildfire risk in areas where such infrastruc-tures are located, supporting first responders to preventively intervene and avoiding service dis-ruption. The tool will be based on AI techniques that enable the exploitation of existing historical datasets (including satellite images from Coper-nicus) to forecast future wildfire likelihood and expected severity.