ISO/PAS 8800 defines traceability for AI systems but does not address the gap between model development and embedded deployment. Transformations such as quantization and compilation introduce undocumented changes, complicating compliance. This presentation shows how to embed traceability into deployment pipelines, enabling reproducible, auditable edge AI for automotive applications without additional work being introduced for the developers.