Mentorship plays a crucial role in the success of AI hackathons, transforming promising ideas into production-ready products. Expert guidance helps participants refine problem framing, accelerate technical decisions, and focus on real-world impact within compressed timelines. This article highlights how mentors provide essential perspective, enabling teams to overcome challenges and build more effective AI solutions.