Reliability, validity evidence, and item statistics remain essential assessment metrics—but are they enough for increasingly complex assessment ecosystems? As AI-enabled development, adaptive systems, and richer digital environments create new opportunities for evidence gathering, assessment professionals face an important question: should the way we measure assessment effectiveness evolve as well? Join this interactive discussion to exchange ideas on emerging metrics, AI-enabled insights, and practical approaches for understanding whether assessments truly measure competency.