Rather than focusing on AI hype, Suman emphasizes organizational design, adoption, incentives, workflow transformation, and change management – arguing that “it’s never about the tech, it’s about the people.” Drawing from his experience standing up AI and data science organizations across Fortune 50 environments, he explains why executive sponsorship, co-creation with end users, and “lovable” product design matter more than technical sophistication alone.

The conversation also explores the future of autonomous agents, AI-driven workflow redesign, enterprise adoption challenges, and why organizations should focus on enabling employees to “operate at the top of their license” rather than framing AI purely as labor replacement.