When we talk about AI, we look at business applications with: Increased focus on end-to-end process automation. The use of advanced machine learning techniques. Better articulated performance goals and model accuracy. Appropriate use of human judgment and automated predictions. .Continuous learning and adaptation through feedback loops. Approaches to limit the impact of model errors and biases.