Joint intent classification is a technique where the system simultaneously identifies the user’s intent and any key entities in the same step. For example, from “I want to book a test drive in Mumbai,” it extracts both the intent (booking) and the city (Mumbai). This combined approach speeds up understanding and improves accuracy in AI-driven conversations.