True enterprise knowledge graphs cannot ignore tables or financial statements. When tables are flattened into raw text strings, their relational structure breaks. By processing document layout engines alongside Vision-Language Models (VLMs), table rows, columns, and cell coordinates are translated directly into graph hierarchies.