SnapTracker Intelligence Platform 🛡️

SnapTracker is an autonomous, high-fidelity competitive intelligence platform designed to transform raw market data into strategic tactical advantages. By bypassing static databases and performing live reconnaissance, SnapTracker provides real-time insights into your competitors' pricing, features, and market sentiment.

🚀 Key Features

• Autonomous Multi-Brand Recon: Input natural language brand lists (e.g., "Stripe, PayPal, Adyen") and the system resolves official URLs and scrapes them in parallel.
• AI Sales Correlation: Cross-reference your product's sales trends against competitor feature launches to identify exact reasons for market shifts.
• Strategic Differentiation Index: Visualizes your unique value proposition mapped against the entire competitive landscape.
• Intelligence Expansion: Automated extraction of Revenue, User Base, and Market Sentiment (G2/Capterra) for every brand.
• Historical Diffing: Mathematically tracks word-level changes on competitor sites to detect strategic pivots instantly.

🛠️ Tech Stack

• Backend: FastAPI (Python 3.10+)
• Database: SQLAlchemy / SQLite (Auto-migrating)
• Intelligence: Groq Llama-3.3-70b-versatile
• Frontend: React 18, Tailwind CSS (Dark-Ops Aesthetic)

📦 Setup & Installation

1. Clone the Repository:

   git clone <repository-url>
   cd fastapi_sqlite_crud

2. Install Dependencies:

   pip install -r requirements.txt

3. Configure Environment: Create a .env file or export your API key:

   export GROQ_API_KEY="your_groq_api_key_here"

4. Launch the Server:

   python main.py

   The server will automatically initialize the SQLite database and host the React frontend.

5. Access the Console: Open http://localhost:8000 in your browser.

🛡️ License

Proprietary Intelligence Platform. All rights reserved. 2026.