Identity fraud on social media services triggers a wide range of adverse outcomes, from eroding user confidence in platforms to undermining authentic connections. According to the FTC, social media scams are now the most common way to initiate contact with victims and have resulted in losses of $2.7 billion since 2021. Insufficient social media verification also weakens advertising models, as bots inflate viewer metrics and diminish the effectiveness of marketing campaigns, threatening platform revenue and sustainability. Beyond these losses, identity fraud drives up content moderation costs, invites regulatory scrutiny, and heightens the risk of legal liability. Ultimately, when users cannot trust that the accounts they interact with are legitimate, they become less likely to engage in conversations or transactions. Left unchecked, this could lead to platforms losing their credibility as trustworthy channels for community building and digital commerce.