Our study has developed a sophisticated model adeptly predicting pCR post-NAC in breast cancer, integrating sTILs, Ki-67 expression, molecular subtypes, and ultrasound features with a C-statistics/AUC of 0.874. Here, MKI67 is linked to breast carcinoma.