sarahBuilt 'Echo' — an AI-powered media monitoring and sentiment analysis system using agent-based architecture — with a press team of only two people. System processes 50,000+ articles annually, stores structured data in Snowflake, and includes a chatbot for cross-channel engagement analysis and strategic recommendations.