2025–26/AI · Trading Automation

StratEdge

A professional automated trading system built for speed and reliability: pre-market scanning, strategy execution, broker sync, and AI-powered trade analytics.

StratEdge cover

[Problem]

The client lived in the U.S. trading grind — pre-market noise, thin patience, and zero room for “oops.” They needed a system that could watch the tape before the open, run VWAP/EMA-style strategies, manage risk like an adult, sync with brokers, and keep logs when something blinked. Manual clicking was the enemy. Fancy charts without execution were worse. The ask: an algorithmic pipeline that feels boringly reliable at 9:30 a.m.

[Approach]

StratEdge became a Python automation core — Playwright for browser/workflow control where needed, Alpaca and TradeZero APIs for market and broker reality, and OpenAI for post-trade analysis that turns fills into insight. I wired automated execution, a pre-market scanner, position and risk controls, TradingView automation hooks, live monitoring, and error recovery with logging — then pushed it onto VPS so it doesn’t sleep when you do.

[Outcome]

A trading bot architecture that monitors, scans, executes, manages risk, syncs brokers, and surfaces AI trade analytics — built for real market tempo, not slideshow demos. StratEdge is the system that keeps working after the adrenaline fades.

[ Gallery ]