The gap between a quick RAG demo and a reliable business system
VentureBeat says retrieval-augmented generation (RAG) can connect AI models to company information, but real documents may conflict, be outdated or hold useful data in spreadsheets and scanned PDFs.
TLDR
VentureBeat describes a RAG demo that searches a few company documents and sends relevant passages to a large language model, which often returns an answer with citations. Making that setup reliable for business use is harder, it argues: documents may disagree or be outdated, and useful information may sit in spreadsheets and scanned PDFs. A vector database behind a prompt is not enough.
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