Bot-Nist — Web Data into Intelligent Support

Subscription chatbot that turns scraped site content into customer support.

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Domain
AI / LLM
Year
2025
Type
Applied build — internal engineering work

This is internal engineering and R&D work, not a client project. It is published to show technical depth — the modelling, evaluation, and tooling behind the AI automation we build for clients. No client is associated with it.

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.

Tools & methods

  • MERN
  • Node.js & Express
  • Selenium / deep-crawl
  • Python (LLM)
  • ChromaDB
Full technical report

Objectives

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

Process

  • Scrape data from user-submitted (domain-specified) URLs via web crawling.
  • Classify scraped content with NLP techniques.
  • Generate a customer-support bot with an LLM (RAG framework).
  • Design and develop a scalable API with UI and query handling.

Results

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

What we took from it

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

From the report

  • Bot-Nist — Web Data into Intelligent Support overview
    Bot-Nist — Web Data into Intelligent Support overview

Filter by category

Every project and study. Showing 25 of 26.

Client engagements

  • OpenInterview marketing site shown on a laptop — upload a résumé to generate a shareable video profile
    Client engagement

    US-based HR technology startup · HR technology & recruitment

    OpenInterview

    OpenInterview is a video interview platform that turns a candidate résumé into a recruiter ready profile with a video introduction availability details and one shareable link. Barakode built the product from résumé parsing and video processing to public profiles and Stripe subscriptions.

    Delivered
    4 services
    Timeline
    August 2024 – November 2024
    • React.js
    • Node.js
    • REST API
    • AI résumé processing
    • Cloud storage

    Platform launched and live at openinterview.me, serving job seekers internationally.

    View case study
  • Beyut Libya real-estate platform on a laptop — sign-in screen with the Add New Property wizard behind it
    Client engagement

    Real-estate marketplace operator · Real estate

    Beyut Libya

    Beyut Libya is a bilingual property marketplace for Libya. Buyers can find verified homes with live filters while agents manage their inventory through a secure admin panel. The platform supports residential and commercial property across the country.

    Delivered
    4 services
    Timeline
    October 2024 – January 2025
    • Next.js
    • React.js
    • Node.js
    • REST API
    • MySQL

    Platform live and operating nationwide at beyutlibya.com.

    View case study
  • Gman tailoring platform dashboard shown on screen
    Client engagement

    Growing tailoring & fashion-retail business · Tailoring & fashion retail

    Gman Stitching Platform

    A full-cycle tailoring and order-management platform: customers, measurements, orders, inventory, billing, and accounting in one system. It replaced a PHP/Laravel application that had become too slow to use and too brittle to change.

    Delivered
    3 services
    Timeline
    January 2023 – March 2023
    • React.js
    • Redux
    • Ant Design
    • Node.js
    • Express.js

    Approximately 70% improvement in application response time after the rebuild.

    View case study
  • Barakah Accounts inventory items screen
    Client engagement

    Restaurant operations team · Hospitality & food service

    Barakah Accounts

    A restaurant ERP built to bring orders, stock, billing, reporting, and the day-to-day handover between front-of-house and back-office teams into one working system.

    Delivered
    3 services
    Timeline
    Live product
    • NestJS
    • PostgreSQL
    • Redis

    Live restaurant ERP available at app.barakahaccounts.com.

    View case study
  • Ophir Jewellery purchase orders screen
    Client engagement

    Jewellery business · Jewellery retail & operations

    Ophir Jewellery ERP

    An ERP for a jewellery operation that brings product records, stock, customer activity, order handling, and business reporting into one calmer working view.

    Delivered
    3 services
    Timeline
    Live product
    • NestJS
    • PostgreSQL
    • Redis

    Live jewellery ERP available at ophir.eaquirstech.com.

    View case study
  • Turner 10 sales workspace screen
    Client engagement

    Real-estate operations team · Real estate

    Turner 10 Real Estate ERP

    A real-estate ERP that gives the team one practical place to follow properties, enquiries, availability, client records, and the internal work that supports every deal.

    Delivered
    3 services
    Timeline
    Live product
    • NestJS
    • PostgreSQL
    • Redis

    Live real-estate ERP available at turner10.eaquirstech.com.

    View case study
  • HMS hospital management purchase returns workspace with settlement, credit note, replacement, and refund summaries
    Client engagement

    Hospital operations team · Healthcare administration

    HMS

    HMS brings hospital administration, patient services, billing, pharmacy, and procurement into one operational workspace. Teams can review daily work and follow supplier purchase returns from a clear shared interface.

    Delivered
    3 services
    Timeline
    Hospital project
    • NestJS
    • PostgreSQL
    • Redis
    View case study

Engineering & AI R&D

This is internal and academic engineering work. Each study includes its full technical report.

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