Introduction

This platform provides data-driven stock forecasts with transparent, AI-generated explanations. It combines Random Forest machine learning, technical indicators, financial fundamentals, news sentiment, and Gemini/OpenRouter LLMs to transform complex market data into clear and actionable intelligence.

Key Insights

• Explainable AI-powered stock forecasting
• Random Forest trend prediction with backtesting
• LLM-generated financial explanations
• Natural-language stock and timeframe detection
• Multi-API redundancy with graceful fallbacks
• Premium glassmorphic financial dashboard

Core Features

• Stock Data & Fundamental Analysis
• Technical Indicators: RSI, MACD & Moving Averages
• Random Forest Trend Prediction
• AI-Generated Financial Explanations
• Natural-Language Financial Queries
• News Sentiment Analysis
• Interactive Charts & Visualizations
• Persistent Watchlist & Search History
• Walk-Forward Backtesting
• Graceful AI API Fallbacks

Technologies Used

• React
• Vite
• Python
• FastAPI
• Random Forest
• Google Gemini
• OpenRouter
• Yahoo Finance
• NewsData.io
• Chart.js

Future Scope

• Real-time market alerts and notifications
• Portfolio-level forecasting and risk analysis
• Additional financial data providers
• Advanced deep-learning forecasting models
• Personalized investment dashboards
• Mobile application