This research explores how visual generative AI has been utilized to spread disinformation over the past two years, identifying key topics, actors, mechanisms, and features. Additionally, it experimentally tests the impact of this content on engagement, persuasiveness, and perceived trustworthiness. Unlike previous studies that focused on potential misuse, the project analyzes real-world cases, providing practical and theoretical insights to understanding the impact of visual generative AI.