In this episode of Re(AI)magine Conversations, Jaideep Dhok, Chief Operating Officer at Persistent Systems, is joined by Amit Singh, Global Head, AI Partner GTM & Solutions at Databricks, for a deep conversation on how enterprises can operationalize multi-agent systems at scale.
They explore why agentic AI is rapidly moving from experimentation to enterprise priority, and what it truly takes to make multi-agent architectures work inside large, complex organizations. The discussion focuses on moving beyond pilots to production-ready systems that are grounded in trusted data, contextual intelligence and governance by design.
The central theme of the episode is data. Amit explains why enterprises must bring models to enterprise data, not move enterprise data to models, emphasizing how this approach improves trust, strengthens compliance and delivers better contextual accuracy. Jaideep builds on this by outlining how data quality, data governance and enterprise readiness form the foundation for scaling both engineering productivity and business transformation.
The conversation also unpacks why reimagining workflows matters more than simply automating steps. The speakers discuss two enterprise paths: Incrementally embedding agents into existing processes and redesigning workflows with an AI-native approach. Real-world examples from regulated industries illustrate how multi-agent systems can support compliance, decision-making and operational resilience when paired with the right level of human oversight.
Scale, ROI and adoption form another critical thread. Moving beyond cost reduction alone, the discussion reframes from ROI to include revenue impact, faster decisions and improved business outcomes. Amit and Jaideep highlight why adoption becomes the second scaling challenge, and how change management, enablement and leadership alignment are essential to ensure AI becomes part of everyday work.
Tune in to understand how multi-agent systems are reshaping enterprise AI, why context engineering is replacing prompt engineering, and how organizations can build agentic AI that is trusted, scalable and outcome-driven.
Join the conversation Contact us at podcasts@persistent.com.
Speakers:
Jaideep Dhok, Chief Operating Officer, Persistent Systems
Amit Singh, Global Head, AI Partner GTM & Solutions, Databricks
