Preparing for AI-based interview assessments in UPSC requires aspirants to be familiar with machine learning and artificial intelligence applications. Candidates should practice responding to simulated questions generated by AI tools to enhance their spontaneity and thinking under pressure. Understanding potential biases in AI assessments is essential as well, given its relevance in evaluating candidates fairly. Regularly reviewing common interview questions, and practicing speaking clearly with a confident demeanor can lead to better performance during AI-based assessments. Additionally, aspirants may keep abreast of changes in technology impacting governance, reflecting their awareness of current trends.