Chatminds
Empowering Businesses with a custom RAG Chatbot
What it does
Our app, Chatminds, is an AI-powered chatbot designed to help MSMEs and Businesses grow by leveraging artificial intelligence. Built on Retrieval Augmented Generation (RAG) architecture, Chatminds provides highly accurate, contextually relevant responses by interacting only with the documents provided by the business.
The process starts with data chunking, dividing large datasets into manageable pieces. These chunks are converted into embeddings and stored in a vector store. When a user interacts with the chatbot, their input is processed similarly, and a similarity search is conducted to find the most relevant stored chunks. These are retrieved and passed to the Gemini LLM to generate precise and appropriate responses.
Chatminds allows businesses to upload, manage, and publish their knowledge base, ensuring the chatbot answers queries only within the provided documents, enhancing data security and credibility. The chatbot integrates easily into a business's website, providing a seamless user experience.
We used the Gemini API to handle embedding creation and generating answers ensuring fast and accurate responses. It efficiently manages large datasets, making the chatbot scalable for businesses of all sizes. With Chatminds, businesses can enhance customer interactions, leading to improved sales and services.
Built with
- We have used gemini api and google gemini for research as well.
Team
By
Chatminds (Osho Upadhyay, Vaibhav Tawhare, Mayur Macchi)
From
India