AI's True Role in Production Debugging: Where It Excels and Where It Falls Short

This analysis cuts through marketing claims about AI in production debugging. While LLMs excel at the cognitively expensive work of correlating signals across logs, metrics, and traces—the very task humans struggle with at 2:47am—they fail at critical judgment calls like detecting false alarms. The result: AI is invaluable for the boring, high-cognitive-load work, but human expertise remains essential for real-world incident response.