Abstract Against the backdrop of physical ageing, asset management organizations not only struggle with scattered object‐related data across incompatible software and models, but also dispersed, often missing, insights from domain experts. There is a large volume already available particularly at National Road Authorities i.e. object characteristics, inspection measurement results, usage record...