At Acceldata, teams were struggling with fragmented data across tools and clouds, leading to questions about why things broke and who owned the fixes. The company set out to build a smarter, more adaptive system that would manage itself, sparking the development of Agentic Data Management (aDM). This shift in mindset involves intelligent agents partnering with humans to bring everyone together in a shared workspace, enforcing policies and context in real-time. Building aDM meant breaking new ground across multiple dimensions, including autonomous agents, collaborative interfaces, lineage infrastructure, and privacy & guardrails. Since launching early access, customers have transformed their workflows, achieving faster decisions, fewer escalations, and stronger compliance. The company is now expanding the aDM experience with new features, including self-learning agents and marketplace integrations, aiming to create a world where data is alive, observing, learning, and acting.