AI Is Reshaping Finance
Financial markets generate terabytes of data every day — price ticks, order books, news sentiment, economic indicators, and corporate filings. Traditional analysis approaches can't keep up. AI changes that.
We built the PSX Trading Analysis Platform as a flagship demonstration of what AI can do in finance — a full-stack system covering data acquisition, ML prediction, reinforcement learning portfolio optimization, multi-agent AI analysis, and interactive dashboards — all applied to live Pakistan Stock Exchange data.
This is not a toy. It's a production-grade platform with 222 Python modules, 40+ analysis tools, trained ML models, and a mock trading simulator. Every component is designed to mirror real trading workflows.
PSX Platform Architecture
Data Pipeline
Dual-backend data acquisition from PSX API and yfinance. SQLite caching with 24-hour refresh. Covers all 559 eligible PSX scrips.
- ▸PSX API integration
- ▸yfinance fallback
- ▸Intelligent caching
- ▸Eligible scrips filter
ML Models
Three trained model families for price regression and direction classification with deployment-grade accuracy.
- ▸RGR01: 5-day price forecast
- ▸RGR02: 15-day price forecast
- ▸CLF02: 79.36% direction accuracy
- ▸Ensemble predictions
AI Agents
Multi-agent pipeline using Google ADK. Automated data gathering, technical analysis, and report generation.
- ▸Data Specialist agent
- ▸Market Analyst agent
- ▸Sequential workflow
- ▸40+ analysis tools
Dashboards
Six Streamlit dashboards for every stage of the analysis workflow.
- ▸Data acquisition view
- ▸Technical analysis
- ▸Sentiment analysis
- ▸ML forecasts & ensemble
RL Portfolio
Reinforcement learning portfolio optimizer trained on top 30 PSX tickers with market-cap and hybrid selection.
- ▸PPO-based optimization
- ▸30-ticker allocation
- ▸Live price integration
- ▸Performance analytics
Mock Trading
Full trading simulator with portfolio creation, order execution, and real-time P&L tracking.
- ▸Portfolio management
- ▸Buy/sell execution
- ▸Real-time prices
- ▸CSV/Excel export
ML Model Pipeline
Multi-layer regression model predicting short-term price movements using historical patterns and technical indicators.
Extended-horizon regression for medium-term trend prediction. Supports configurable forecast windows.
Binary classifier predicting upward or downward movement. Validated against historical PSX data with strong generalization.
Reinforcement learning agent trained on KMIALLSHR index constituents. Allocates capital across top 30 liquid tickers using PPO.
Trading Course M0-M9
A structured curriculum from fundamentals to advanced AI-driven trading, built alongside the platform.
Platform Metrics
What This Means For Your Firm
The PSX platform demonstrates the full AI-in-finance stack. Every component — data pipeline, ML models, AI agents, portfolio optimization, and trading simulation — is built with production-grade engineering.
For your firm, this means we don't just talk about AI in finance. We've built and deployed it. Whether you need algorithmic trading models, portfolio optimization, market analysis automation, or quantitative research infrastructure — we have the proven architecture.
We can adapt and extend this platform to any market, any asset class, and any regulatory framework.
Build Your Trading Infrastructure
Let's discuss how AI can transform your financial operations.