Idea Engine

Stop guessing what your next product should be. Idea Engine reveals exactly what people are begging for right now.

We scan thousands of conversations across Reddit, Hacker News, and Quora in real-time, surfacing the problems people are desperate to solve—and willing to pay for. But we don't just hand you ideas; we connect you directly with your future customers.

While others build products nobody wants, you'll launch with an eager audience already expressing need. See the pain points, validation, and audience size before writing a single line of code.

Turn strangers' frustrations into your next successful venture. Your perfect SaaS opportunity is hiding in plain sight.

Features

Dashboard: View key statistics and trending topics at a glance
Topic Explorer: Browse and filter topics by category, growth rate, and more
Topic Detail: Analyze specific topics with detailed insights
Market Analysis: Visualize market trends, category distribution, and pain points
Opportunity Finder: Discover potential SaaS opportunities based on online discussions
Text Analysis: Analyze text from Reddit, Hacker News, Quora, or any source to identify pain points and generate app ideas
Idea Submission: Submit your own SaaS ideas for analysis
User Connection: Connect with users who have described pain points to validate your solution and gain early adopters

Tech Stack

Frontend

React
TypeScript
Material-UI
Chart.js

Backend

Node.js (Express)
Python (Flask)
SQLite

Getting Started

Prerequisites

Node.js (v14 or higher)
Python 3.8+ (for data collection and analysis)
npm or yarn

Installation

Clone the repository

git clone https://github.com/yourusername/idea-engine.git
cd idea-engine

Install dependencies
```
npm run setup
```
This will install both Node.js and Python dependencies.
Start the development server
```
./start.sh
```
This will start the Node.js server, Python server, and React frontend.
Open your browser and navigate to http://localhost:3000

How It Works

Identifying Pain Points and Opportunities

Idea Engine analyzes discussions across various platforms to identify:

Pain Points: Common frustrations and problems users are experiencing
Solution Requests: Explicit requests for solutions to specific problems
Market Trends: Growing interest in particular topics or categories
Opportunity Scores: Calculated potential for successful SaaS solutions

Connecting Problem-Solvers with Users

Beyond just identifying opportunities, Idea Engine helps entrepreneurs:

Find Potential Users: Locate users who have described specific pain points
Validate Solutions: Reach out to these users to validate your solution concept
Gather Feedback: Collect valuable feedback from real users experiencing the problem
Build Early Adopter Base: Convert these connections into your first customers

Project Structure

idea-engine/
├── data/                  # SQLite database and data files
├── frontend/              # React frontend
│   ├── public/            # Static files
│   └── src/               # React components and logic
│       ├── components/    # Reusable UI components
│       ├── pages/         # Page components
│       ├── services/      # API services
│       └── types/         # TypeScript type definitions
├── DataCrawler.py         # Python script for collecting data from various sources
├── app.py                 # Flask API for text analysis
├── server.js              # Express backend server
└── requirements.txt       # Python dependencies

API Endpoints

Node.js API

GET /api/dashboard/stats - Get dashboard statistics
GET /api/topics/trending - Get trending topics
GET /api/categories - Get available categories
GET /api/market-analysis - Get market analysis data
GET /api/opportunities - Get opportunity data
POST /api/ideas/submit - Submit a new idea
GET /api/users/pain-points/:id - Get users who described specific pain points
POST /api/users/contact - Initiate contact with users who described pain points

Python API

POST /api/python/analyze/sentiment - Analyze sentiment of text
POST /api/python/analyze/topics - Extract topics from text
POST /api/python/analyze/pain-points - Extract pain points from text
POST /api/python/analyze/app-ideas - Generate app ideas from pain points
POST /api/python/stats/opportunity-score - Calculate opportunity score
POST /api/python/connect/users - Find and connect with users who described specific pain points

Contributing

Fork the repository
Create your feature branch (git checkout -b feature/amazing-feature)
Commit your changes (git commit -m 'Add some amazing feature')
Push to the branch (git push origin feature/amazing-feature)
Open a Pull Request

Use Cases

For Entrepreneurs and Product Managers

Identify promising SaaS opportunities based on real user pain points
Connect directly with potential users who have described these pain points
Validate your solution concept with real feedback before building
Build an early adopter base from users experiencing the problem

For Developers

Find project ideas that solve real problems
Connect with potential users to understand their needs better
Build solutions with a ready audience
Iterate based on direct user feedback

For Researchers and Analysts

Track emerging trends across different platforms
Analyze sentiment and pain points in specific markets
Identify gaps between user needs and available solutions
Quantify opportunities with data-driven metrics

Implementation Status

Currently Implemented

✅ Dashboard with trending topics and key statistics
✅ Topic analysis and categorization from online discussions
✅ Pain point extraction and analysis
✅ App idea generation based on identified pain points
✅ Opportunity scoring algorithm
✅ Text analysis for custom input

In Progress / Coming Soon

🔄 User connection functionality to reach out to those who described pain points
🔄 Enhanced data collection from additional platforms
🔄 User authentication and personalized recommendations
🔄 Direct messaging system for contacting users with pain points
🔄 Analytics dashboard for tracking outreach effectiveness

Development Roadmap

Phase 1: Core Analysis Engine (Completed)

We've built the foundation of Idea Engine with robust data analysis capabilities that can identify pain points and generate app ideas based on online discussions. The current implementation successfully analyzes text data, extracts meaningful insights, and presents opportunities.

Phase 2: User Connection Platform (Current Focus)

We're expanding beyond idea generation to create a complete ecosystem that connects entrepreneurs with users who have described pain points. This phase focuses on building the infrastructure to identify, track, and facilitate communication with potential early adopters.

Phase 3: Validation and Feedback Loop (Future)

The final phase will implement tools for tracking solution validation, gathering user feedback, and measuring the success of ideas as they develop into actual products. This will create a complete cycle from problem identification to solution validation.

Technical Challenges & Solutions

Data Collection & Privacy

Challenge: Collecting user data while respecting privacy and platform terms of service
Current Solution: Anonymous aggregation of public discussions only
Future Enhancement: Opt-in system for users who want to be contacted about their pain points

User Identification

Challenge: Identifying the same user across different platforms
Current Solution: Basic text similarity and pattern matching
Future Enhancement: Advanced entity resolution with consent-based verification

Scalability

Challenge: Processing large volumes of discussions in real-time
Current Solution: Batch processing with scheduled updates
Future Enhancement: Stream processing architecture for real-time insights

Contact Management

Challenge: Facilitating contact without exposing personal information
Current Solution: Not yet implemented
Future Enhancement: Privacy-preserving messaging proxy system

License

This project is licensed under the MIT License.

Name		Name	Last commit message	Last commit date
Latest commit History 41 Commits
.github		.github
frontend		frontend
.gitignore		.gitignore
.npmrc		.npmrc
DataCrawler.py		DataCrawler.py
GITHUB_DESCRIPTION.txt		GITHUB_DESCRIPTION.txt
GITHUB_SUMMARY.md		GITHUB_SUMMARY.md
README.md		README.md
SECURITY.md		SECURITY.md
app.py		app.py
check_db.py		check_db.py
config.ini.example		config.ini.example
index.html		index.html
init_db.py		init_db.py
package-lock.json		package-lock.json
package.json		package.json
package.json.backup		package.json.backup
rename_db.sh		rename_db.sh
requirements.txt		requirements.txt
schema.sql		schema.sql
server.js		server.js
start.sh		start.sh
test_crawler.py		test_crawler.py
test_reddit.py		test_reddit.py
tsconfig.json		tsconfig.json

nafisholeh/idea-engine

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