Our institution is currently in the initial processing and alignment phase for the National Institutional Ranking Framework (NIRF), a flagship initiative by the Ministry of Education. While we are in the early stages of this journey and have not yet secured a formal rank, we are proactively building a robust data foundation and enhancing our institutional quality. Our current focus is on a strategic roadmap to optimize performance across the five core NIRF parameters: Teaching & Learning Resources, Research & Professional Practice, Graduation Outcomes, Outreach & Inclusivity, and Peer Perception. By standardizing our documentation and improving student-centric metrics, we are ensuring that the college is fully prepared for successful national benchmarking in the upcoming cycles.