Introduction Retrieval Augmented Generation, or RAG, is a mechanism that helps large language models (LLMs) like GPT become more useful and knowledgeable by pulling in information from a store of useful data, much like fetching a book from a library. Here’s how retrieval augmented generation makes magic with simple AI workflows: Knowledge Base (Input):…

In the AI space, where technological development is happening at a rapid pace, Retrieval Augmented Generation, or RAG, is a game-changer. But what is RAG, and why does it hold such importance in the present AI and natural language processing (NLP) world? Before answering that question, let's briefly talk about Large Language Models (LLMs).…

Quickbooks is an accounting software that helps small and medium businesses perform financial operations such as expense tracking, reconciliation, and invoicing. Quickbooks imports transaction data from uploaded bank statements to perform financial operations. In order to import transaction data, bank statements need to be uploaded in Quickbooks supported formats such as Quicken (QFX), QuickBooks Online…

Businesses often use a third-party finance and accounting software, such as Quickbooks, to process financial and transactional data for efficient accounting and financial due diligence. A firm’s financial data is mostly present in PDF documents such as invoices, receipts, bank statements, and purchase orders.  However, financial data in this form cannot be uploaded or imported…