PDF parsing pitfalls cost team three weeks on banking AI chatbot

A team building a production banking AI chatbot discovered that naive PDF extraction produced garbled text, merging table columns and losing structure. After trying multiple approaches, they switched to a document-intelligence pipeline that preserves table boundaries and stitches split tables across pages. The fix was slow but essential for accurate retrieval in a domain where wrong numbers have real consequences.