California's 2019 Bot Disclosure Law already requires bots to disclose their non-human nature in commercial or political contexts, and researchers studying AI-human trust found people extend a different, often more forgiving standard of scrutiny to something they believe is a human, making transparency directly relevant to preventing manipulation.