Why Observability Needs an AI On-Call Engineer

Modern observability tools detect outages quickly but rarely explain their root causes. Engineers still spend hours correlating dashboards, logs, deployments, and commits during incidents. This article proposes an AI on-call agent that unifies signals across engineering systems to reason about failures, identify likely causes, and recommend actions—shifting incident response from manual investigation to rapid validation.