The client wanted to develop a web application that takes user input and responds to a query with quoted references from books on entrepreneurship uploaded to Google Bucket. The application would allow users to upload various types of documents about entrepreneurship, extract relevant metadata and generate embeddings for accurate and faster retrieval of relevant book quotes and references. To develop this application, Brainvire developed a scalable and easy-to-use web application for uploading files, extracting text from files, generating embeddings using OpenAI and storing embeddings and associated metadata in a Pinecone index to execute a similarity search.