Andy Chi

Every organisation says data is strategic, yet most still run on brittle pipelines, stale datasets, and underfunded infrastructure. As automation, real time AI systems, and agentic workflows explode, the gap between what models need and what data teams receive is widening fast. In this panel, speakers will unpack what “automated data” truly requires today, how to quantify its ROI, and how to build foundations that make Responsible AI actually possible.