Auguria is a SIEM optimization and data management platform designed to reduce the cost and complexity of existing SIEM deployments. It sits alongside current security infrastructure without requiring data pipeline changes or migrations. The platform uses AI-based detection to identify threats that rule-based systems miss, separating signal from noise in security telemetry. It automatically filters out low-value, noisy data — a primary driver of excessive SIEM ingestion costs — and routes it accordingly. Auguria provides a searchable, compliance-ready archive for long-term data retention at reduced cost, enabling security teams to search years of historical data at scale. Detection capabilities combine traditional rule-based approaches for known threat patterns with AI models for detecting unknown unknowns. The platform can be deployed using Auguria-managed infrastructure or connected directly to customer-owned data stores. It supports SOC II Type II certified, dedicated infrastructure with tenant data isolation. Key reported metrics from customers include: - 85%+ true positive rate - 30%+ reduction in SIEM costs within one day - Time to initial value within four hours of data loading