The pursuit of knowledge has been a timeless endeavor across cultures, yet its conceptualization varies significantly. In modern educational psychology, the academic knowledge seeker is characterized by curiosity, critical thinking, problem-solving, and measurable outcomes aligned with frameworks such as Bloom’s Taxonomy. In contrast, Indian philosophical traditions, reflected in the Upanishads and the Bhagavad Gita, portray the seeker as one who combines intellectual inquiry with humility, discipline, ethical grounding, and a quest for self-realization. This paper conducts a comparative literature review of the modern academic knowledge seeker and the Indian philosophical knowledge seeker. Drawing on both educational psychology and classical Indian thought, it highlights key characteristics of a true knowledge seeker, explores similarities and differences, and proposes an integrated model of knowledge-seeking that bridges skill development with spiritual wisdom. Such a model offers meaningful implications for higher education, management studies, and holistic curriculum design in the twenty-first century.