Evdokiya Paunova

In the medium to long term, clearer AI system logging standards can improve AI Act implementation, reduce compliance uncertainty and strengthen trust in high-risk AI systems. For European SMEs, practical logging guidance can lower barriers to market access by clarifying what evidence is expected for traceability, post-market monitoring and auditability. Technologically, the work supports better monitoring of model drift, safety boundary changes and performance degradation. Economically, it can reduce fragmented compliance costs and support interoperable evidence practices across providers, deployers and auditors. Societally, it contributes to more accountable and transparent AI deployment in Europe.