Artificial Intelligence is most valuable at the edge where data can empower productivity and efficiency. From healthcare and manufacturing to enterprise and municipal environments, edge locations are where AI applications become real-time decisions, automation, and human capability. Yet, these environments were never designed for the level of demand they’re currently seeing. Traditionally constrained by space, limited flexibility, and built to support lower kW loads, edge infrastructure now faces a new reality of higher density, increased criticality, and always-on expectations.

With the help of our guest Bryce Kleen, Field Engineering Manager (Vertiv), we’ll challenge conventional thinking and explore what it really takes to support AI/HPC beyond the data hall. What breaks first? What must evolve? And, how do you ensure your infrastructure doesn’t become the bottleneck to innovation?

Webinar Originally Aired Live on May 14, 2026