This paper presents a security assurance and certification solution for supply-chain services. Security elements are continuously assessed based on AI operations. The proposal is implemented under the EU funded project FISHY and applied in the supply chain of secure autonomous driving (SADE) pilot with REMOTIS smart vehicles. Nevertheless, it is a generic solution that can be applied in any domain. This work has received funding from the European Union’s Horizon 2020 research and innovation programmes under grant agreements No. 952644 (FISHY), No. 101021659 (SENTINEL), No. 883540 (PUZZLE), No. 957337, (MARVEL), and No. 101070599 (SecOPERA).