Optimization of upstream production often requires application of digital technology that augments the physical infrastructure in oil and gas field and streamlines the process of collecting and integrating valuable domain data for analysis. Artificial intelligence (AI) applied to production fields can provide holistic monitoring and predictive insights to improve operations and increase production. A good example is AI-based virtual metering.