Example Concept: Engineers often face challenges such as ensuring data compatibility between AI models and existing databases, managing the computational load introduced by AI processing, and integrating AI-driven insights into user interfaces without disrupting existing workflows. Additionally, maintaining security and compliance standards when incorporating AI models is crucial to protect sensitive data and adhere to regulatory requirements.