The oil & gas and downstream sectors are navigating unprecedented volatility—marked by fluctuating crude prices, shrinking margins, and increasing pressure on profitability. Traditional operating models, built for stability, often fail to respond to these rapid market shifts, impacting EBIT. In this landscape, autonomous, self-optimizing plants are no longer optional—they’re essential. Lummus Digital addresses this need through a Hybrid Approach that blends first-principles modeling with AI, data science, and domain expertise. Powered by mcube™, our intelligent solutions enable real-time adaptation, improved reliability, and measurable business value—helping enterprises thrive in dynamic conditions.