Compared with naive RAG, which is fast to prototype and offers broad semantic recall, Pyrana adds atomic claims, graph structure, governance tiers, and learning loops so that retrieval becomes more governed and structured.

Naive RAG

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Fast to prototype; broad semantic recall

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Adds atomic claims, graph structure, governance tiers, and learning loops

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf