As the wheel of time has been spinning faster since the not-so-distant past, human beings are playing catch-up with the disruptive technologies around them. We are using machines to keep up with the rapid evolution of data, machines and knowledge. In an effort to solve complex problems, the level of machine exploitation has reached unprecedented horizons. Using Subsurface Intelligence (SI), we can aim to advance towards new methods and technologies to help us achieve different realizations, answers and point of views of our current reservoir models. Higher accuracy, lower uncertainty and quantifiable outputs have always been highly demanded in our industry to achieve better decision making, in addition to minimizing hours and manpower.  Coupling our latest understanding of subsurface physical processes with machine learning, we have a greater chance to meet the demand and deliver on our energy commitments.