Watchdog Insights is an AI-powered recommendation engine that augments incident investigations by highlighting parts of systems and applications with unusual warning signs. It helps users diagnose code-level issues more quickly, automatically analyzing logs to uncover noteworthy trends. The tool can help both small and large teams investigate complex issues involving logs from various sources such as applications, web servers, and infrastructure. By identifying log fields commonly associated with error messages or anomalies, Watchdog Insights provides the context needed for investigating infrastructure errors and finding suspect dependencies. It also helps determine which users are encountering problems in access logs, allowing teams to focus their investigations more efficiently.