Abstract: A system, computer program product, and method are provided to analyze logic design, and changes thereto. An intelligent real-time analytic system using machine learning features analyzes logic designs to determine estimated physical design statistics and generate predictions as to whether a design, or design features, can be physically implemented to meet all design constraints, or cause convergence issues. These predictions are generated in a fraction of the time it takes to generate a full physical design implementation. In addition, these predictions are physically conveyed to a designer as a manifestation of a physical implementation of a converged circuit design. The designer determines if the present design should be translated into a physical design construct and whether the associated data should be stored within the training database for use in subsequent designs.