Document automation can fail before an LLM sees any text. Scanned pages may need OCR, tables can lose their relationships and repeated headers may pollute retrieval. An AI document processing design should preserve page references so every extracted answer can be traced to its source.

Chunking also needs to follow document structure. Splitting a clause from its heading or separating a table from its labels can produce confident answers with