Overall
Overall, the experience was well organized and thoughtfully designed. The interview questions focused on real-world AI problem solving rather than memorization, which made it engaging and relevant. I especially appreciated the emphasis on research thinking, data quality, and stakeholder communication, as those are important skills in building enterprise AI systems. The platform was easy to use, and the workflow was clear. One small improvement would be to provide a little more time for some of the scenario-based questions, as they require careful reasoning.