For the unstructured knowledge path, recap documents, launch and marketing calendars, claim libraries, and brand-health and competitive PDFs must be processed by the Pyrana Context Engine to extract atomic, cited Context Units so that agents can retrieve and cite them.

Knowledge path (unstructured)

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

Recap docs, launch/marketing calendars, claim libraries, brand-health and competitive PDFs

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

Pyrana Context Engine extracts atomic, cited Context Units

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

agents retrieve and cite them

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