From Chaotic Legal Docs to Structured Facts: AI’s Competitive Advantage

This is a preview of Mary Technology’s whitepaper, ‘From Chaotic Legal Docs to Structured Facts: AI’s Competitive Advantage’. The full whitepaper can be downloaded at the bottom of this page.

Executive Summary:

Law firms today face Fact Chaos—wasting thousands of hours extracting accurate information from piles of documents, emails, and other evidence. Even modern AI tools struggle with this, often misrepresenting or missing key facts due to disorganised, unstructured data.

That’s why we are building the world's first Fact Management System (FMS). It introduces a Legal Fact Layer: a structured, central source of truth that extracts, verifies, and updates critical legal facts in real time.

By moving beyond traditional document-centric workflows, firms can slash review hours, improve case outcomes, and dramatically increase AI reliability.

Want to learn more?

Download our whitepaper below, From Chaotic Legal Docs to Structured Facts: AI’s Competitive Advantage, and learn why purely document-centric approaches are now outdated in the AI era—and how high-stakes law firms can’t afford to miss critical details.