TADI integrates 1,759 daily reports and 15,634 production records using a dual-store architecture of DuckDB and ChromaDB. An LLM orchestrates twelve specialized tools through iterative function calling to cross-reference structured measurements with narratives. This framework transforms raw wellsite data into evidence-based analysis. It provides a blueprint for applying agentic workflows to specialized industrial telemetry.