Circumcision, or the surgical removal of the foreskin from the tip of the penis, is a common practice with both cultural and medical significance. However, a range of penile abnormalities (i.e. hypospadias) exist where circumcision is contraindicated and specialized care is required. Artificial intelligence (AI), then, has the potential to serve as an image-recognition diagnostic tool, where it can utilize deep learning models to aid in early detection and informed decision making through a mobile platform. Through the use of high-resolution penile images from ventral, dorsal, and lateral angles, this AI model incorporates real-time analysis and clinical feedback in the continued refinement process of identifying normal vs. abnormal penile anatomy. As a system primarily designed for preliminary screening in underserved areas, this AI model development is currently ongoing; specifically, recent integration into a mobile application has greatly facilitated safe circumcision decision making in resource-limited settings.