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Enterprises face a dual mandate: scaling AI for competitive survival and doing so responsibly. A staggering 80% of AI projects fail to progress beyond isolated pilots or deliver expected ROI, primarily due to flawed strategy, inadequate governance, and underestimation of required organizational transformation. The central thesis is that "Responsible AI is not a constraint on ROI; it is the fundamental enabler of sustainable, long-term value creation." Robust governance is presented as the most effective insurance against multi-million dollar regulatory fines, brand damage, and legal liabilities. Achieving successful AI scaling and ROI requires a holistic approach encompassing strategic alignment, robust governance, scalable technical infrastructure (MLOps), and a human-centric organizational culture.