Query-Bot integrates document ingestion, text chunking, and vector embeddings to build a searchable index from PDFs, text files, and Word documents. Using LangChain and OpenAI GPT-3.5 Turbo, it processes user queries by retrieving relevant document passages and generating concise answers. The Streamlit-based UI allows users to upload files, track conversation history, and adjust settings. It can be deployed locally or on cloud environments, offering an extensible framework for custom agents and knowledge bases.

Form2Agent AI leverages advanced speech recognition technologies to provide a voice-assisted experience that significantly improves data entry and content manipulation in web forms. It allows users to communicate with applications through voice commands, text, or file inputs, offering hands-free operation and multi-language support. Designed with user experience in mind, Form2Agent AI integrates easily with existing systems, enabling organizations to enhance their web applications without major overhauls.