Ghost Agent

Ghost Agent is an innovative autonomous agent designed to revolutionize competitive intelligence and strategic analysis. By leveraging advanced AI technologies, including Mistral AI's large language model and RAG (Retrieval Augmented Generation), Ghost Agent autonomously collects, analyzes, and synthesizes public information about companies and their competitive landscape. The system operates through a sophisticated three-tier architecture: a Data Collection Engine that performs automated web scraping, LinkedIn analysis, and real-time data aggregation; an Intelligence Processing Core utilizing advanced NLP, vector database (ChromaDB), and RAG systems for contextual analysis; and a Strategic Recommendation Engine that generates actionable insights and visual representations. What sets Ghost Agent apart is its ability to not just collect data, but to understand market dynamics and generate actionable strategic insights. The system continuously learns from new data, improving its analysis capabilities and recommendations over time. By automating the entire process from data collection to strategic recommendation, Ghost Agent reduces analysis time from weeks to minutes while providing comprehensive, data-driven insights that would typically require extensive manual research and expert consultation. Built with modern technologies (FastAPI, React, TypeScript), the platform ensures scalability, real-time processing, and an intuitive user experience, making professional-grade strategic analysis accessible to businesses of all sizes and effectively democratizing access to high-quality competitive intelligence.