Ethical frameworks play a vital role in mitigating liability for AI-generated content. By adhering to responsible AI development practices and following industry guidelines, content creators and AI development teams can reduce the risk of harm, bias, and legal consequences. These frameworks promote ethical and accountable content creation and help establish trust among users and stakeholders.