TADI integrates 1,759 daily reports and 15,634 production records using a dual-store architecture of DuckDB and ChromaDB. Twelve domain-specialized tools orchestrate iterative function calling to cross-reference structured measurements with narratives. This agentic approach converts heterogeneous wellsite data into evidence-based analysis. Practitioners gain a blueprint for applying LLM orchestration to complex industrial telemetry.