Venture Scope is a comprehensive business intelligence platform designed to help entrepreneurs and businesses make data-driven decisions about market opportunities, location intelligence, and competitor analysis. The platform integrates advanced analytics, machine learning, and natural language processing to provide actionable insights.
To create a comprehensive startup advisory system, the project integrates data from Free Company Dataset (Snowflake) combining with yfinance to fetch financial side of data for available companies. Along with MCP-integration of google maps to figure out the rich details on the ideal or potential locations for the user. These reports are supported by Q&A agents along with VC investment quarterly reports to address and serve as a platform that will provide users with a base for questing and analyzing his interest in specified business domains, company size parameters, and location preferences to generate tailored recommendations and insights.
- Market Analysis: Gain insights into market trends, consumer behavior, and growth opportunities.
- Location Intelligence: Identify optimal business locations based on demographics, competition, and other factors.
- Competitor Analysis: Understand competitors' strengths and weaknesses to develop effective strategies.
- Q&A Chatbot: Ask questions about your business analysis and get personalized answers.
- Expert Chat: Interact with virtual representations of industry experts for advice and insights.
- Python 3.10+
- Docker
- Node.js (for MCP server if required)
- AWS credentials for S3 integration
- OpenAI API key for embeddings and chat models
- Clone the repository:
git clone https://github.com/your-repo/venture-scope.git
cd venture-scopeSet up the environment variables:
- Install dependencies:
pip install -r requirements.txt
- Set up the Airflow environment:
cd airflow
docker-compose up
- Run the frontend:
cd frontend
streamlit run app.py
- Start the backend:
cd backend
uvicorn app.main:app --reload
Open the Streamlit frontend at http://localhost:8501. Configure your business details in the sidebar. Generate insights, analyze locations, and interact with the Q&A chatbot or expert chat.
The backend provides several endpoints for analysis:
/market_analysis: Analyze market trends and competitors.
/location_intelligence: Get location-specific insights.
/q_and_a: Ask questions and get answers based on generated reports.
/chat_with_experts: Generate a comprehensive business summary.
- Frontend: Streamlit, Plotly
- Backend: FastAPI, Pydantic
- Data Pipelines: Apache Airflow
- AI Models: OpenAI GPT, Pinecone for vector search
- Storage: AWS S3
- Database: Snowflake
OpenAI for GPT models Pinecone for vector search Streamlit for the interactive UI Apache Airflow for workflow orchestration