Ravi is a seasoned Generative AI Architect and strategic leader with over a decade of experience delivering AI/ML initiatives across global enterprises. He currently leads product strategy and architecture as Product Owner for ToyotaGPT, driving enterprise-grade Generative AI applications including RAG, model fine-tuning, and secure AI platforms. Formerly, Ravi spearheaded AI/ML and deep learning initiatives that transformed industries such as Automotive, Banking, Healthcare, and Telecommunications, enabling cost reductions, operational efficiencies, and better decision-making. Known for navigating complex, fast-paced environments, he excels at aligning AI innovation with business goals and collaborating with executive and technical stakeholders worldwide to deliver scalable, high-impact solutions. .