Pyrana differs centrally from conventional retrieval pipelines because most RAG systems apply governance after retrieval as an application-layer patch, whereas Pyrana begins governance at the unit of knowledge itself.

This is a central difference from conventional retrieval pipelines.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

In most RAG systems, governance is applied after retrieval as an application-layer patch.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

In Pyrana, governance begins at the unit of knowledge itself.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf