1cc5d40614366dc45babd3a0bd46852be00652503764b9f9b7b486ed93503092
active
contextual
axiomatic
Compared with a vector database plus metadata, which provides simple scoped retrieval, Pyrana adds explicit entity graphs, claim-level provenance, and strategy-aware search so that scoped retrieval gains structure and traceability.
Supporting contexts
Quoteverbatim
Vector DB + metadata
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Simple scoped retrieval
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Adds explicit entity graphs, claim-level provenance, and strategy-aware search
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:59 PM