Quantitative trading, simplified.
A quant research and live trading system, all in one box. Go from idea to live markets in minutes, not days and weeks.
Your own quant lab.
Plug it in, connect your TradeStation account, and start building market models.
Turn it on, set your risk limits, and let it run. Adjustable risk management strategies ensure you only risk what you're comfortable with, so you can step away without second-guessing every trade.
Backtests lie.
I'd spend days developing a trading idea, writing code, backtesting it and seeing incredible results. Then I'd deploy it live and watch it fall apart immediately. Overfitting, look-ahead bias and code errors had me thinking I'd be printing money.
Or worse, the backtest looked great purely by luck, trading off noise that happened to look like signal.
I needed a framework that let me iterate fast using sound principles, where I could trust the results because the methodology was airtight. One that reliably found true signal and filtered out the noise. So I built one.
From theory to conviction.
Engineer Features
Define what you think moves the market. The system structures your indicators into trainable data.
Train & Classify
Machine learning clusters your market data into actionable patterns automatically.
Validate
Bootstrap resampling + walk-forward testing proves the edge holds out-of-sample. Only what survives moves forward.
Deploy
Execute live trades through TradeStation with built-in risk management. Set your risk tolerance, turn it on, and walk away.
Stop inventing strategies. Start testing theories.
The Old Way
- Come up with a strategy
- Write backtesting code from scratch
- Deploy and pray
- Watch it die, start over
With pQuant
- Come up with a theory about what moves the market
- Let the system engineer features and find patterns
- Validate statistically before risking capital
- Trade only what survives walk-forward testing
Your personal quant analyst.
A team of built-in agents can do almost anything you can do manually in the UI. Build models, run tests, analyze results, visualize data. The only thing they won't do is deploy to live trading. That decision stays with you.
They have full understanding of the system, so you can ask them anything: "Why did this pattern fail?" "Build me a model for MES using momentum features." "Compare my top 5 models."
It levels up retail traders. And lets experienced algo traders iterate with speed and confidence.
What you need.
TradeStation Account
With API access enabled. Supports stocks and futures.
Anthropic API Key
Powers the built-in AI agents. Requires your own subscription.
Power & Internet
Plug it in and connect. That's it.
Options trading is not currently supported.
Get in touch.
Interested in seeing a demo or gaining access to your own pQuant unit?
FAQ
"Do I need to code?"
No. Navigate and use the system through a web-based UI or the built-in agents. No code necessary.
"What markets are supported?"
Stocks and futures through TradeStation. Options trading is not supported.
"Is it a black box?"
No. You can analyze every detail. What the entries look like, under what conditions they're made, how they perform over time. Full transparency into every metric and decision the system makes.