The knowledge path for unstructured content sends recap documents, launch and marketing calendars, claim libraries, and brand-health or competitive PDFs into the Pyrana Context Engine, which extracts atomic cited Context Units for agent retrieval and citation.

Knowledge path (unstructured)

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Recap docs, launch/marketing calendars, claim

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

libraries, brand-health and competitive PDFs →

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Pyrana Context Engine extracts atomic, cited

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Context Units → agents retrieve and cite them

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf