Introduction Embroidery, a time-honored craft, has adorned textiles for centuries, symbolizing cultural heritage and artistic expression. With the advent of technology, embroidery digitizing emerged, allowing intricate designs to be translated into machine-readable formats. Today, the fusion of artificial intelligence (AI) with embroidery digitizi