Ecway Technologies is a software development company with offices in multiple cities in Tamil Nadu, India. They can be contacted via phone or email. The paper presents a novel fuzzy clustering algorithm that operates on relational input data in the form of a pairwise similarity matrix between objects. The algorithm uses a graph representation and models centrality as likelihood in an Expectation-Maximization framework. Results show the algorithm can identify overlapping clusters of semantically related sentences, demonstrating potential use in text mining tasks. It was also applied successfully to benchmark datasets in other domains.