IUU+DB is a large language model-driven system that tracks illegal, unreported, and unregulated fishing, seafood fraud, and labor abuse. It extracts key data elements from diverse documents, classifies relevant incidents, and enables trend analysis to identify geographic and behavioral hotspots. The system supports research, risk assessments, and policy enforcement in fisheries and supply chains.