A technology roundtable highlights why AI initiatives that work in pilots often struggle to scale across organizations. Panelists attributed failures to weak governance, unclear business outcomes, poorly mapped workflows for agentic AI, and common data-access bottlenecks created by privacy, security, and siloed information.