As AI Customer Service Becomes More Human-Like, Users Adapt to Act Like Machines

A study published in AI & SOCIETY by European researchers introduces the concept of "robotoid humanness," demonstrating that users interacting with human-like AI customer service agents gradually alter their speech and behavior to align with machine logic. The study shows that while AI becomes more empathetic and personalized, humans adapt their communication style to optimize algorithmic responses. This research reveals how anthropomorphic AI can subtly reshape human communication habits and self-perception across key service sectors such as healthcare and retail. It cautions system designers that making AI feel increasingly human may paradoxically force human users to conform to machine-legible patterns. The researchers outlined a three-stage mirror mechanism consisting of entering a "synthetic social reality," undergoing "computational identity capture" via predictive modeling, and engaging in "adaptive self-alignment" through repeated feedback loops. The dynamic was analyzed across four major service areas: retail, hospitality, tourism, and healthcare.