AI One addresses a key challenge in enterprise AI: the lack of business context in AI-driven workflows. Its platform, ContextOne, sits beneath enterprise AI and "agentic" applications, connecting to existing systems, resolving entities across fragmented data, and enforcing security and permissions without a centralized data lake. The goal is to make AI work predictably, auditably, and repeatably across an organization's existing stack, reducing costs, eliminating inefficiencies, and accelerating transformation.