AI-generated jersey designs are becoming increasingly popular for football, basketball and custom sublimation jerseys. However, a visually impressive AI image is often very different from production-ready artwork. This article explains the common challenges of turning AI-generated jersey concepts into actual sublimation jerseys, including missing logo files, fonts, editable artwork, colour references and printing limitations such as metallic effects, neon colours and seam alignment.