It is a solution-oriented panel discussion addressing the democratization of AI innovation across India's academic landscape, with emphasis on Tier-2/3 institutions. Through structured dialogue featuring leaders from academia, industry, government, and international ecosystems, the session identifies scalable collaboration models, documents key challenges, and generates actionable policy recommendations. Live demonstrations by TMIF-incubated startups showcase successful campus-to-market journeys, highlighting how academic institutions can effectively contribute to India's AI innovation pipeline and create tangible real-world impact.