The Pyrana Context Engine uses strategy-aware retrieval instead of similarity-only retrieval, so that retrieval behavior can reflect governance and context rather than mere semantic proximity.

Retrieval is strategy-aware, not similarity-only.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

The Pyrana Context Engine addresses those problems with four commitments:

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Pyrana treats enterprise knowledge as a governed system of claims, relationships, and policies

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf