Axiom's Spotlight is an innovative tool designed to streamline root cause analysis, anomaly investigation, and pattern discovery by transforming the traditional trial-and-error query process into a more efficient workflow. By allowing users to highlight areas of interest on charts, Spotlight automatically contrasts selected events with baseline behavior, providing concise summaries and intuitive visualizations to quickly identify root causes. It leverages large language models to analyze data comprehensively while ensuring transparency and verifiability by displaying how each dataset field varies between selected and baseline events. This approach allows users to trust the insights generated by AI while still being able to delve deeper into raw data if needed. By integrating proactive intelligence, Axiom aims to help users unlock the full potential of their event data, enabling them to swiftly move from identifying an issue to understanding its cause, thus enhancing decision-making and operational efficiency.