Scale industrial use cases such as predictive analytics, batch optimization, energy optimization, connected worker, and predictive maintenance with industrial data operations platform, IRIS Foundry. IRIS Foundry utilizes an AI-powered knowledge graph and unified namespace to transform and contextualize industrial data, providing a comprehensive digital representation of operations. The IRIS Copilot is powered by a domain-driven industrial LLM, enabling predictive analytics and interactive problem-solving directly within the system. Together, these capabilities empower end users with explainable insights and actionable intelligence to optimize industrial operations.