In the Pyrana-on-Fabric approach, Pyrana inherits labels and adds private inference, no training on customer data, tenant isolation, and an output gateway that enforces never exposing raw confidential data so that sensitive information remains protected during AI use.

Inherits labels;

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

private inference, no training on data, tenant isolation,

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

and "never expose raw confidential data" enforced in the output gateway

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