thatDot Novelty is an AI-driven anomaly detection system designed for real-time analysis of streaming data. It uses contextual awareness to identify novel events or patterns in categorical data streams without requiring predefined patterns or labeled training data. The system creates a detailed behavioral fingerprint of the data, allowing it to distinguish between new and truly novel events, thereby reducing false positives. thatDot Novelty is capable of analyzing categorical data directly, even with high cardinality, without the need for transformation into numeric data. It allows users to stream in categorical data and immediately receive information about how unusual that data is, along with an explanation of why it is considered unusual.