One of the biggest challenges was ensuring accurate AI-driven insights while maintaining fast response times. Optimizing large-scale financial document analysis and making the chatbot context-aware required fine-tuning AI models and implementing efficient caching strategies. Additionally, integrating interactive graphs and YouTube video analysis without affecting performance was another hurdle. We overcame these challenges through model optimizations, indexing techniques, and leveraging cloud-based processing to ensure smooth and real-time interactions.