Inference in AI refers to the process of drawing conclusions from available data and models. It involves using trained models to make predictions or decisions based on new inputs. Inference is a critical phase in machine learning, as it transforms learned knowledge into actionable insights. This can occur in real-time applications, such as image recognition or natural language processing.