Metallography has long relied on manual analysis of microstructures to evaluate material properties. However, recent advances in artificial intelligence (AI) and computer vision are transforming this field. From automated grain size detection to complex microstructure classification, AI is enabling faster, more accurate, and scalable metallographic analysis. The Traditional Challenge Conventional metallography involves: While effective, these