16d0bc0515957e49b93ff4104bb6364bef79470f0caabd0dbc459f66bb871a3a
active
contextual
axiomatic
In market positioning, Pyrana differs from a vector database with metadata by adding explicit entity graphs, claim-level provenance, and strategy-aware search beyond simple scoped retrieval.
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, 10:35:12 PM