The American College of Radiology (ACR) has launched Assess-AI, the first AI quality registry to monitor and analyze the real-world performance of imaging AI algorithms, providing radiology facilities with performance insights, national benchmarks, and tools to ensure safe, effective, and transparent AI integration in clinical practice.