platform maps signals across services to find hidden connections and predict problems before they happen. It adjusts testing approaches by shifting between focused checks and exploratory steps based on changing risk levels. The platform reduces waste by avoiding unnecessary test runs and focusing only on those that provide new information. It uses live observability data to guide test selection and support decision-making during quality assurance processes.