Prostate MRI is becoming the global standard for cancer detection and treatment planning, but rising exam volumes and time-consuming tasks like segmentation and scoring are straining radiology workflows, driving burnout and delays in care. We are addressing this challenge with an AI-powered platform that automates segmentation, lesion detection, and report generation, allowing radiologists to focus on clinical decisions rather than manual calculations. Advanced algorithms provide accurate baselines, while interactive 3D adjustment tools finalize segmentations in under a minute, improving efficiency, accuracy, and reproducibility across diverse imaging conditions. Our project leverages a vision transformer model that incorporates 3D spatial context to set a new standard for segmentation precision and reliability. Paired with intuitive clinical segmentation tools, segMedix combines AI with practical workflow integration to deliver the platform for faster, more accurate prostate MRI diagnostics.