Abstract: A system, apparatus or process that applies artificial intelligence associated with improved modeling and validation techniques to identify a series of compatible components, e.g., to accomplish an analytical task. In connection with embodiments of the invention, an input module receives input data comprising an inquiry associated with accomplishing a task. A model module receives the input data and designs at least one pipeline comprising a plurality of components designed to accomplish the task. A compatibility module determines at least one valid pipeline by analyzing the at least one pipeline and determining whether each one of the plurality of components are compatible with a component immediately before and a component immediately after the one of the plurality of components. A display module displays the at least one valid pipeline.