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AI-powered log analysis automates parsing across noisy, high-volume logs to surface anomalies, errors, and performance patterns in real time. It correlates events across services, suggests root causes, and enables natural-language querying. The approach reduces MTTR, cuts storage and alert fatigue, integrates with observability stacks, and protects data via role-based access and redaction.