Developing countries emerging from command economies usually require dramatic, qualitative changes in commercial and industrial systems. This article presents one promising approach for doing so: the application of pattern recognition methods for improvement of flexible manufacturing systems' management in the former Soviet Socialist Republic of Armenia.