Acoru Account Monitoring Platform is a fraud prevention system designed for financial institutions to detect and prevent scams, money mule activity, and fraudulent transactions. The platform consists of multiple integrated components that work together to analyze account behavior and transaction patterns. The Frame Integrator handles data ingestion from multiple sources and formats without requiring complex ETL processes. Frame Orchestrator provides visual data orchestration capabilities, allowing users to connect tables, build custom attributes, and create metrics for fraud detection scenarios through a no-code interface. The Agentic Fraud Operator uses generative artificial intelligence to autonomously detect, investigate, and respond to suspicious patterns before they escalate into fraud. This component continuously adapts to new fraud tactics, generates hypotheses, and proposes mitigation actions while collaborating with human analysts. Inspector serves as the central hub for fraud operations, providing dashboards, real-time alerts, and reporting capabilities for fraud analysts to investigate and respond to threats. The platform focuses on pre-fraud signal detection and account classification, enabling banks to identify risks before fraud occurs rather than only reacting in real-time. It processes omnichannel data to provide predictive intelligence for scam prediction, mule classification, and holistic fraud prevention across banking operations.