In a blog post by Lewis Isaac, the challenges of transforming mobile app telemetry into meaningful alerts are explored, highlighting the importance of context-specific thresholds tailored to an app's unique functions. Isaac describes the creation of a tool, the Mobile Metrics Advisor, which uses Generative AI to recommend metrics and alerts based on an app’s industry and other factors, though it initially struggled with relevance due to a lack of real-time telemetry integration. The introduction of Coralogix's AI-native observability agent, Olly, is presented as a solution that grounds AI recommendations in live data, allowing for adaptive and accurate alerting based on actual user behavior and traffic patterns. The post underscores the necessity of combining AI tools with real telemetry to avoid irrelevant alerts and maintain dynamic thresholds, ultimately leading to smarter, adaptive alert systems.