Intent annotation involves labeling text data with user intents or purposes expressed in the text. Annotators identify the underlying intentions or goals conveyed by the text, such as booking a flight, ordering food, or seeking information. Intent annotation is commonly used in applications like chatbots, virtual assistants, and customer service systems to understand user queries and provide appropriate responses.