Tuğrulcan Elmas

Private bot-checking behavior from the demand side constitutes a mass, distributed form of platform auditing that tracks meaningful signals of automation, establishing audit-tool query logs as a novel lens on public responses to platform manipulation.

Users frequently trust AI-generated legal advice based on its appearance and emotional appeal, rather than its accuracy, revealing a troubling gap in verification practices.