The Pyrana Context Engine is intended for environments where retrieval must be explainable, auditable, and governable so that knowledge use can satisfy enterprise accountability requirements.

The Pyrana Context Engine is designed for environments where retrieval must be explainable, auditable, and governable.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Most retrieval-augmented systems were built for relevance before they were built for accountability.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

For regulated and operationally sensitive organizations, this changes retrieval from a best-effort relevance problem into a managed knowledge system.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf