Industrialized heartbreak describes a trend in which generative AI tools amplify romance fraud by enabling scalable creation of convincing digital personas and outreach. Proponents and critics alike discuss how text-based chatbots, synthetic images, and deepfakes can be deployed to simulate intimacy, solicit funds, or misrepresent identity. At scale, operators can manage many concurrent profiles, automate initial contact, sustain long-running conversations, and tailor messaging to perceived vulnerabilities. The topic sits at the intersection of technology capabilities, social dynamics, and the ethics of deception in online relationships. The landscape encompasses modalities of deception, workflows of fraud operations, and measurement of impact. Fraudulent actors may exploit trust, loneliness, or financial incentives, raise concerns about user safety, financial security, and digital