An experimental CAD system is built, demonstrating the utility of coupling numerical and logic programming in solving model identification problems. The feasibility study is performed on a software package for model based signal processing (SIG) coupled together with a standard Edinburgh PROLOG interpreter. The rule-based advisor written in PROLOG helps the identification algorithm written in the SIG command language to choose the structure of an ARMAX model that fits best a given time series sequence. Simulation experiments confirm the utility of coupling the numerical and logic programming packages for this purpose.