Grain size analysis plays a fundamental role in metallography and materials science. The size and distribution of grains directly influence mechanical properties such as strength, toughness, fatigue resistance, and ductility. For decades, laboratories have relied on manual or semi-automated methods to evaluate grain size according to ASTM E112. Today, artificial intelligence is redefining how grain