Automating Anti-Pattern Detection

New Relic has launched Performance Risks Inbox, a tool designed to automatically detect silent performance anti-patterns—such as N+1 queries—that inflate infrastructure costs and degrade user experience. By utilizing specialized cost and speed analyzers, the platform transforms complex telemetry into actionable business outcomes, such as specific dollar savings and improved latency metrics. The system is designed for immediate value through zero-configuration setup, leveraging global industry benchmarks to identify architectural inefficiencies without manual instrumentation.