TADI integrates 1,759 daily reports and 15,634 production records using a dual-store architecture of DuckDB and ChromaDB. Twelve domain-specialized tools enable an LLM to cross-reference structured measurements with narratives through iterative function calling. This framework allows engineers to extract evidence-based intelligence from heterogeneous wellsite data. It proves agentic workflows can handle complex industrial datasets.