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AI / LLM

Bot-Nist — Web Data into Intelligent Support

Subscription chatbot that turns scraped site content into customer support.

2025
OVERVIEW

The Project

Bot-Nist transforms a website's own data into an intelligent support chatbot for its owners. It scrapes user-submitted domains, classifies the content with NLP, and uses a RAG framework to generate a customer-support bot — offered to website owners on a subscription model with analytics.

Objectives

  • Chatbot integration for website owners.
  • Subscription-based access to the AI chatbot.
  • User account & subscription management with performance analytics.
  • Tools & Technologies

    MERNNode.js & ExpressSelenium / deep-crawlPython (LLM)ChromaDB
    METHODOLOGY

    The Approach

    1

    Scrape data from user-submitted (domain-specified) URLs via web crawling.

    2

    Classify scraped content with NLP techniques.

    3

    Generate a customer-support bot with an LLM (RAG framework).

    4

    Design and develop a scalable API with UI and query handling.

    OUTCOME

    Results & Learnings

  • Per-website support bots built from each owner's own content.
  • Subscription, account management and analytics dashboards.
  • Key Learnings

    • Reliable crawling + content classification underpins answer quality.
    • RAG keeps responses anchored to a site's real information.
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