Digital-twin platform and engineering services for chemical, biotech and energy companies enabling real-time monitoring, optimization and autonomous operation of manufacturing processes. Combines first-principles process simulation, AI/ML and generative-AI analytics with industrial data and immersive visualizations to deliver actionable insights and accelerate decision-making.