ACO (Ant Colony Optimization) is the novel technique that has been introduced in the field of swarm intelligence. The research paper focuses on elaborating the working principle behind Ant Colony Optimization in relevance with TSP (Travelling Salesman Problem). The research paper also touches the mathematical grounds and equations referring to the problem under discussion. The research paper also includes the implementation of practical example on a simulation tool.