# Unstructured Data

Embedchain is an open-source RAG (Retrieval Augmented Generation) framework designed to simplify the creation and deployment of AI applications. With its philosophy of "conventional yet configurable", it caters to both software engineers and machine learning engineers. Embedchain streamlines the process of building RAG applications by providing a seamless workflow for managing various types of unstructured data. It efficiently segments data into manageable chunks, generates relevant embeddings, and stores them in a vector database for optimized retrieval. Through a diverse set of APIs, it empowers users to extract contextual information, find precise answers, or participate in interactive chat dialogues, all tailored to their own data.

NovaceneAI is an AI platform that leverages machine learning to automatically convert unstructured data into advanced insights. It empowers data professionals to automatically organize unstructured data, allowing them to focus on analysis and insights. The platform offers functionalities such as topic analysis and sentiment analysis, and caters to the needs of data engineers and data scientists through its flexible API and user-friendly interface.

Nuclia is an AI search engine that automatically indexes unstructured data from any source, providing accurate answers. Nuclia brings AI to the search bar, making search smarter. It can handle video and audio transcription, image content extraction, and document parsing. Users can not only search data by keywords but also use natural language search to get accurate answers. Nuclia also offers an API that can be embedded into any application.