Portfolio AI
Portfolio AI is a Streamlit-powered stock portfolio management platform offering intelligent insights and advanced analytics for Indian and US markets.
Core trick
Runs sentiment scoring on aggregated financial news and maps the scores onto each user's holdings for context-aware alerts.
Tags
Description
Portfolio AI is a Streamlit-based stock portfolio management platform offering intelligent investment analysis, real-time market data, and AI-powered insights. It supports both Indian and US markets with multi-currency capabilities and professional-grade analytics. Users can track portfolio performance, analyze trends, and receive machine learning-based predictions for smarter decision-making. The platform also aggregates financial news and applies sentiment analysis to deliver context-aware updates aligned with user holdings. With customizable dashboards, predictive modeling, and secure architecture, Portfolio AI is ideal for retail investors, analysts, and fintech developers seeking a scalable, data-driven solution for managing equity portfolios.
README excerpt
# Portfolio AI - Smart Stock Analysis Platform ## Overview Portfolio AI is a comprehensive stock portfolio management platform built with Streamlit that provides intelligent investment analysis and tracking capabilities. The system combines real-time market data, AI-powered insights, machine learning predictions, and news aggregation to help users make informed investment decisions. It supports both Indian and US stock markets with multi-currency support and professional-grade analytics. ## User Preferences Preferred communication style: Simple, everyday language. ## System Architecture ### Frontend Architecture - **Streamlit Web Application**: Single-page application with responsive design using custom CSS and Google Fonts (Inter) - **Navigation System**: Sidebar-based navigation with modular sections for Portfolio, Analytics, Watchlist, Alerts, and Research - **Professional Styling**: Custom CSS with gradient backgrounds, animations, hover effects, and theme support (light/dark mode) - **Interactive Components**: Uses Streamlit's native widgets (data_editor, plotly charts, forms) for user interaction - **Responsive Layout**: Wide layout configuration with expandable sidebar and column-based organization ### Backend Architecture - **Modular Service Architecture**: Separate services for database management, market data, AI processing, portfolio management, and utilities - **Service Layer Pattern**: Core services (DatabaseManager, MarketDataService, AIService, Portfolio