Pyrana handles claim verification by using an LLM to generate outputs and code to validate them against source text, while gap detection surfaces missing data so that unsupported conclusions are reduced.

"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