In market positioning, Pyrana differs from naive RAG by adding atomic claims, graph structure, governance tiers, and learning loops beyond naive RAG's fast prototyping and broad semantic recall strengths.

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