Why Chatbot Security Failures Aren't About AI Models—They're About Design

Most AI chatbot failures in production stem not from the models themselves but from architectural and design vulnerabilities—making pre-launch security testing essential. As companies accelerate chatbot deployment, systematic testing for prompt injection, unintended behaviors, and data exposure risks becomes critical to prevent security breaches. This underscores a crucial shift: AI safety must extend beyond model development to application design and integration practices.