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Built an AI-powered chatbot that enables businesses to search and retrieve information from documents instantly using Retrieval-Augmented Generation (RAG).
The system processes uploaded documents, converts them into embeddings, and stores them in a vector database for fast and accurate retrieval. When a user asks a question, the chatbot fetches relevant context and generates intelligent, human-like responses.
💡 This solution helps businesses automate document search, reduce manual effort, and improve productivity.
🔥 Key Highlights:
• Real-time document querying
• Context-aware AI responses
• Fast and scalable architecture
⚙️ Built using Python, FastAPI, OpenAI, LangChain, and FAISS.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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built a discord bot couple of weeks ago and it's still active even though it's not being used by anyone.
Great work
I built a complete conversational AI agent and quoting engine that transforms static business websites into interactive, high-converting revenue machines.
This is not a basic chatbot; it’s a full-stack sales engine that replaces traditional static contact forms with an intelligent, data-driven conversational UI.
My work involved developing the entire system from infrastructure to user interface:
• Conversational Widget: I developed a seamless, mobile-first conversational UI powered by a sophisticated RAG (Retrieval-Augmented Generation) pipeline, allowing the AI to ingest a knowledge base and provide human-like, non-hallucinating responses.
• AI Quoting Engine: The AI interacts with customers to gather requirements and instantly generates accurate quotes based on business-specific logic and a dynamic price list.
• Full Admin Suite: Empowering business owners to manage the entire sales process:
• Leads & Quotes Dashboard: Tracks all customer enquiries and generated quotes in one centralized view.
• Dynamic Pricing Management: Features a backend for managing material prices, markups, fixed labor costs, and global settings via inline editing or CSV bulk upload.
• Knowledge Base Ingestion: Business owners can upload documents (FAQs, policies, pricing PDFs) to instantly "train" the AI on their specific business logic.
• Production Architecture: Fully deployed on Railway with a production-grade PostgreSQL database, secure CI/CD pipelines, and high-performance hosting environment.
Tech Stack: Next.js, .NET, OpenAI (Function Calling & Structured Outputs), PostgreSQL, Deployed on Railway.
This video tells the story of a creator’s journey—from having ideas but no direction, to transforming imagination into reality using CapCut. Through simple tools, creative editing, and storytelling, even a beginner can create something powerful. This project highlights how CapCut makes video creation accessible, expressive, and impactful for everyone.
Created using AI visuals and edited in CapCut.
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