While many organizations struggle with AI ROI, industry leaders are successfully deploying production-grade solutions. Damco Group examines the critical success factors in AI development, focusing on "Responsible AI" frameworks that ensure compliance in regulated sectors like healthcare and finance. We dive into the shift from simple ML models to Agent-Based Architectures and domain-specific LLMs. Learn how to Damco maps Enterprise AI development initiatives to business KPIs and the importance of ModelOps in maintaining long-term performance.