The Campaign Performance Analyst (CPA) project at RADaR has shifted from standard AWS/Snowflake tools to a custom Python architecture featuring proprietary custom AI agents and Anthropic's Model Context Protocol (MCP) Server. This overhaul significantly improved flexibility and cut query response times from two minutes to under 20 seconds.