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.