Many students and early-career professionals face challenges in finding a suitable mentor who can provide personalized guidance to navigate their academic and career paths effectively. The current solutions available often lack a comprehensive approach, making it difficult for mentees to connect with mentors who align with their goals, preferences, and learning styles. This gap in mentor-mentee matchmaking hinders the potential for meaningful and impactful mentorship experiences.