Project Leonardo, (or Using Image Recognition to Find Similar Art), aims to develop an innovative recommendation system that identifies and suggests visually similar paintings based on color and composition analysis. Leveraging advanced image recognition techniques, we evaluate how well statistical techniques, specifically k-means clustering, capture and represent dominant visual features of artwork.