Jump: Competitor Intelligence Platform (CIP)

Jump is a high-performance, modular intelligence platform designed for real-time competitor tracking, patent analysis, and AI-driven market insights. Built with a focus on visual excellence and actionable data, Jump empowers companies to stay ahead of the curve.

🚀 Key Features

• 🔍 AI Discovery Engine: Instantly discover new competitors by describing your product or market niche.
• 🛡️ Patent Intelligence: Scan and analyze competitor patents with AI-generated risk scores and strategic summaries.
• 📊 Feature Benchmarking: Compare your product against competitors using automated changelog and feature tracking.
• 💬 Pain Point Analysis: Deep-dive into competitor product reviews using vector-based semantic search to identify market gaps.
• 📈 Real-time Monitoring: Track competitor uptime and service stability with integrated logging.
• 📧 Smart Outreach: Generate personalized client outreach drafts based on competitor service disruptions.
• 🤖 Dual AI Engine: Seamlessly switch between Google Gemini (Cloud) and Ollama/Qwen (Local) for cost-efficiency and privacy.

🛠️ Tech Stack

Backend

• Python 3.11+ with FastAPI for high-concurrency API performance.
• SQLAlchemy (Async) & Alembic for scalable database management.
• PostgreSQL 15+ with the pgvector extension for lightning-fast semantic search.

Frontend

• Astro 5.0 & Tailwind CSS 4.0 for a blisteringly fast, modern UI.
• Flowbite for premium UI components and interactive elements.
• Responsive, dark-themed dashboard designed for clarity and impact.

Infrastructure

• Docker & Docker Compose for one-command deployment.
• Containerized services for consistent development and production environments.

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🏁 Getting Started

1. Prerequisites

• Docker & Docker Compose installed.
• Optional: Google Gemini API Key for cloud-based AI.
• Optional: Ollama for running local LLMs.

2. Configuration

Clone the repository and set up your environment variables:

cp .env.example .env
# Edit .env with your specific keys and preferences

3. Launch Jump

Start the entire stack with a single command:

docker compose up --build

Once healthy, the platform will be accessible at:

• Frontend Dashboard: http://localhost:3000
• Backend API (Swagger): http://localhost:8000/docs

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📂 Project Structure

├── app/                # FastAPI Application
│   ├── api/            # Route handlers
│   ├── services/       # Core business logic (AI, Scrapers, etc.)
│   ├── models.py       # SQLAlchemy ORM schemas
│   └── main.py         # App entry point
├── web/                # Astro Frontend
│   ├── src/pages/      # Dashboard and feature views
│   └── src/components/ # Reusable UI elements
├── alembic/            # Database migrations
├── docker-compose.yml  # Service orchestration
└── .env                # Environment configuration

🧠 AI Configuration

Jump supports dual-mode AI processing. Update your .env to switch:

Mode	Provider	Key Variables
Cloud	Gemini	AI_PROVIDER=GEMINI, GOOGLE_API_KEY
Local	Ollama	AI_PROVIDER=LOCAL, LOCAL_LLM_BASE_URL

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🤝 Contributing

Jump is built as a modular platform. If you'd like to add a new intelligence module (e.g., Social Media Sentiment, SEO Tracking), check out the app/services directory for implementation patterns.

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Jump — Stay ahead of the competition.