The modern day rule generation by association rule mining (a-priori algorithm) and optimization of the same using genetic algorithms is rather a complex process. The crux of optimization problem is the complexity and accuracy of the methods used to either mine interesting rules or to extract interesting rules from the ones generated initially. This paper has been written with a simple agenda of unifying many elegant and useful techniques to create a less complex yet accurate algorithm for rule optimization and also reduce the computation time. © 2016,International Journal of Pharmacy and Technology. All rights reserved.