Cutting an 80-Page Paperwork Logjam From 4 Days to 14 Minutes
The Real Challenge: A commercial specialty insurance firm received dozens of complex cyber risk submissions daily. Each submission included 80+ pages of technical audits, questionnaires, and policy history. Underwriters were drowning in reading, leading to 4-day quoting delays and lost deals.
The Hidden Trap: The firm first tried using an off-the-shelf chatbot. It failed completely: the AI truncated long PDFs, misquoted technical terms, and gave underwriters different answers for the exact same document. The team lost trust and went back to manual reading.
The Breakthrough: Instead of asking an AI to 'read the whole document', we built a structured pipeline. The system slices the document into verified chunks, extracts specific fields against a strict checklist, and fact-checks each number before showing it to the underwriter.
Never ask an AI to write a general summary of an important document. Force it to extract specific, verifiable data points into a checklist that a human can approve in 1 second.