Pyrana performs no model training on Summer Fridays data and instead uses private inference with per-tenant isolation so that customer data remains isolated and not used for training.

No model training on Summer Fridays data;

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

private inference;

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

per-tenant isolation

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