Pyrana uses an 'LLM generates, code validates' pattern in which claims are verified against source text and gap detection surfaces missing data so that invented metrics or unsupported conclusions are constrained.

"LLM generates, code validates"

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

claims are verified against source text;

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

gap-detection surfaces missing data

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