Automated imaging analytics continue to move toward near-real-time clinical scoring. A deep learning system segmented carotid plaques on multi-contrast MRI and classified vulnerability in under a second, matching expert radiologists and predicting stroke-free survival across four clinical centers. In parallel, an AI-enhanced 12-lead ECG tool flagged angiographically significant coronary artery disease in elective catheter patients.