4d5acc33f00c52f9520cde3a410c8def8fa0a7ed0b5bab663488eba4e33df7c6
active
contextual
axiomatic

For provenance, naive RAG is usually document-level, whereas the Pyrana Context Engine provides claim-level provenance with supporting evidence so that answers can be traced to specific claims.

Supporting contexts

Quoteverbatim

Provenance

Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Quoteverbatim

Usually document-level

Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Quoteverbatim

Claim-level with supporting evidence

Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Effective from: 7/16/2026, 10:34:57 PM

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