Satisfactory training does not equal real-world capability. In today’s AI-enabled, continuously evolving learning environments, traditional training evaluation models often fall short of proving real impact. This white paper examines why established approaches are straining and presents a modern framework for validating training effectiveness based on sustained capability, behavior, and performance in life sciences organizations.