Introduction The embroidery industry, deeply rooted in centuries-old craftsmanship, is now experiencing a digital revolution. With the integration of AI (Artificial Intelligence) and machine learning, the scope of embroidery digitizing is being dramatically redefined. No longer just about converting images to stitches, embroidery digitizing in 202