In a landscape where resumes are becoming increasingly polished and generative AI can refine any application, HR needs more evidence before conducting interviews. In this session, we’ll explore how to transform a real job opening into practical scenarios that allow us to assess candidates’ judgment, communication skills, and problem-solving abilities. The goal is not to automate the decision-making process or rank candidates, but to help hiring teams conduct interviews with more context, better questions, and human review.