The unstructured knowledge path sends recap documents, launch and marketing calendars, claim libraries, and brand-health and competitive PDFs into the Pyrana Context Engine, which extracts atomic cited Context Units that agents retrieve and cite.

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