Artificial Intelligence has been at the top of the EU agenda since the start of the 2019-2024 mandate, with the proposal for an Artificial Intelligence Act (AI Act). The discussions around it, however, intensified further in 2023, with the boom of generative AI systems. From deep fakes of politicians circulated online to AI-generated disinformation campaigns, from AI systems used for microtargeting of political ads to chatbot-based AI systems to provide voter assistance, AI applications with the potential to impact democracy and elections are countless. EPD is therefore working on assessing the effectiveness of mechanisms in the AI Act to mitigate the risks posed by such applications.