Why Standard AI Chatbots Break Financial Tables (And How to Extract Handwritten Ledgers to Excel Cleanly)

Standard AI chatbots struggle with converting complex financial tables from images or scans into clean data, leading to errors like shifted columns and hallucinated numbers. This occurs because general multimodal LLMs fail to preserve intricate grid layouts, necessitating specialized pipelines for accurate data extraction and integrity.