Liken represents a next generation tool for identifying technical limiters of well construction, allowing Operators to dramatically enhance their planning. Liken automatically cleanses, processes, and translates raw data into a comprehensive and easily accessible knowledge base. Liken not only offers guidance and recommendations for designing upcoming wells, but also drawing insights from historical well data, as well as by employing physics-based and AI models.