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

The Pyrana Context Engine addresses those problems with four commitments:

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Retrieval is strategy-aware, not similarity-only.

— 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