Interviews 
Speaker: George Miranda, VP Marketing, InsightFinder AI
Explore the frontier of trustworthy AI development with George Miranda, VP of Marketing at InsightFinder and co-author of “Observability Engineering.” In this engaging session from AI4, Miranda breaks down the complex transition from pilot projects to large-scale production deployments. You’ll learn how four core challenges—data quality, unreliable outputs, security and governance, and lack of visibility—can make or break your enterprise AI initiatives. Discover why traditional monitoring tools fall short, and how modern observability practices can deliver the reliability, transparency, and customer-centric feedback loops essential for robust AI systems. This is essential viewing for engineering leaders, architects, and practitioners aiming to operationalize AI at scale
