AI software for exploration & production (E&P) companies and control-room operators combining multilevel flow modeling, deviation propagation and AI to analyze streaming sensor and control-system data. Detects abnormalities, identifies root causes and consequences, and suggests counteractions to prevent shutdowns, improve safety and production effectiveness, and reduce emissions.