# Building OutageLens AI: Tracing Service Failures with FalkorDB

OutageLens AI and GraphSentinel are prototypes utilizing FalkorDB to simplify complex investigations. OutageLens AI uses Python, FastAPI, React, and Cypher to map service dependencies, helping users trace failures across interconnected components like API gateways and databases. Similarly, GraphSentinel employs Python and Streamlit to analyze cybersecurity records, representing users, devices, and IP addresses as nodes. Both projects demonstrate how graph databases effectively connect scattered data to reveal critical relationships during technical and security audits.