BlueBerry

Welcome to your official HackToFuture 4 repository.

This repository template will be used for development, tracking progress, and final submission of your project. Ensure that all work is committed here within the allowed hackathon duration.

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Instructions for the teams:

• Fork the Repository and name the forked repo in this convention: hacktofuture4-team_id (for eg: hacktofuture4-A01)

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Rules

• Work must be done ONLY in the forked repository
• Only Four Contributors are allowed.
• After 36 hours, Please make PR to the Main Repository. A Form will be sent to fill the required information.
• Do not copy code from other teams
• All commits must be from individual GitHub accounts
• Please provide meaningful commits for tracking.
• Do not share your repository with other teams
• Final submission must be pushed before the deadline
• Any violation may lead to disqualification

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The Final README Template

Problem Statement / Idea

• What is the problem?
  Millions of small businesses (restaurants, salons, local shops) either have no online presence or a weak one. Their Google listings are incomplete, they lack websites, and they are often invisible to potential customers searching online.

• Why is it important?
  In today’s digital-first world, poor online presence directly translates to lost revenue. Small business owners typically lack the time, technical knowledge, or resources to build and maintain a strong digital footprint.

• Who are the target users?

  • Local small business owners (restaurants, salons, gyms, repair shops)
  • Businesses with weak or no online presence
  • Non-technical owners who want simple, managed digital solutions

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Proposed Solution

• What are you building?
  Vector++ is an automated platform that identifies businesses with poor online presence, generates ready-to-use websites for them, and continuously improves those websites based on customer feedback.

• How does it solve the problem?

  • Discovers businesses lacking digital presence using data sources like Google Maps
  • Automatically generates a complete website preview using templates and AI-generated content
  • Allows instant demonstration of value before any sales interaction
  • Continuously monitors customer feedback (reviews, interactions) and improves the website automatically

• What makes your solution unique?

  • Pre-built website previews before pitching (value-first approach)
  • Fully automated feedback-to-improvement loop
  • Subscription-based continuous optimization instead of one-time delivery
  • Combines scraping, AI generation, and autonomous updates into one system

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Features

• Automated business discovery and opportunity scoring
• Instant website generation using AI and pre-built templates
• Multi-solution improvement engine for continuous optimization
• Customer feedback ingestion and clustering
• Automatic website updates based on real user feedback
• CRM system for managing outreach and conversions

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Tech Stack

• Frontend: React.js, Tailwind CSS
• Backend: Python (FastAPI) / Node.js
• Database: Supabase (PostgreSQL)

APIs / Services

• Google Maps data sources
• LLM APIs (OpenAI / Anthropic / Ollama)
• Hosting platforms (Vercel / Netlify)

Tools / Libraries

• sentence-transformers (for embeddings)
• DBSCAN (for clustering feedback)
• Playwright (for scraping)
• Docker (for sandbox/testing)

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Project Setup Instructions

# Clone the repository
git clone <repo-link>

# Navigate into the project
cd vector-plus-plus

# Install dependencies (backend)
pip install -r requirements.txt

# Install dependencies (frontend)
cd frontend
npm install

# Run backend server
cd ..
uvicorn main:app --reload

# Run frontend
cd frontend
npm run dev
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