Industrial plants face a critical information gap. Operators rely on disparate 2D schematics, SCADA alarms, and manual inspections, making it difficult to contextualize problems or simulate changes. This leads to costly unplanned downtime, inefficient energy use, and safety risks from undetected anomalies. The pain point is a lack of unified, intuitive situational awareness that connects visual state with operational health. For more on this challenge, see our insights on Multimodal Industrial Fault Diagnosis.













