Introduction The fusion of technology and textiles has entered an exciting era with embroidery digitizing at its core. As wearable technology continues to gain traction across healthcare, fashion, fitness, and lifestyle, the role of precise and smart embroidery has become crucial. Embroidery digitizing, once a tool for artistic expression and bran