This study – commissioned by the Policy Department C at the request of the Committee on Legal Affairs – analyses the notion of AI-technologies and the applicable legal framework for civil liability. It demonstrates how technology regulation should be technology-specific, and presents a Risk Management Approach, where the party who is best capable of controlling and managing a technology-related risk is held strictly liable, as a single entry point for litigation. It then applies such approach to four case-studies, to elaborate recommendations.