SEISMEC is collaborating with Zagreb Airport to transform Foreign Object Debris (FOD) detection procedures in operational areas. FOD detection in airport operational areas traditionally relies on manual inspections conducted multiple times a day, either on foot or by vehicle, using only visual observation. This process requires significant effort and poses potential safety risks. To enhance safety, reliability, and inclusivity, an AI-driven, real-time, and mobile inspection system has been designed. Mounted on a vehicle and connected to a mobile data processing and interface system, this solution automates FOD detection while redefining the role of inspectors. By integrating advanced technology, inspections can be conducted more efficiently, allowing a broader range of workers, including those with reduced mobility, to participate in safety operations. The development of this digital solution follows a structured approach, including the creation of a mobile application for FOD registration and classification, dataset collection, AI model development and validation, automated FOD detection, and full integration into airport safety vehicles. By combining human expertise with AI-powered automation, this approach enhances worker satisfaction while improving operational safety in critical airport manoeuvring and movement areas.