Figure 2. The solution architecture for the float furnace digital twin, developed by Snowflake and Siemens DISW. By combining physics-based modeling (Siemens SimCenter) with AI-driven analytics (Snowflake Cortex AI), this hybrid model can predict furnace behavior under new conditions and run virtual "what-if" simulations. To make these insights immediately actionable on the shop floor, a Snowflake AI multiagent interface allows operators to interact with the digital twin using natural language.