aadb6a595ef8e92dc4dd06c0157cea1416fc5013bb377f219dd9efa678602eaf
active
contextual
axiomatic
Relative to a vector database with metadata filters, Pyrana adds explicit entity graphs, claim-level provenance, and strategy-aware search beyond simple scoped retrieval.
Supporting contexts
Quoteverbatim
Vector DB + metadata filters
— 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, 10:35:05 PM