ML-powered signals for US equity futures.
AureonQuant runs an institutional-grade XGBoost model in the cloud and streams directional signals to your own Interactive Brokers account automatically, with a visible, auditable signal path from inference to execution.
Futures trading involves substantial risk of loss. Past performance is not indicative of future results.
Signal board
Model inference snapshot
Signal confidence
72.4%
Median latency
184ms
Contracts covered
4
Cloud model
Feature refresh at bar close
Secure relay
Authenticated session fanout
Your desktop client
IB Gateway routes the order
8.1 – 9.1
Annualised Sharpe ratio
68% – 71%
Win rate
−11% – −17%
Max drawdown
+11% – +19%
Avg monthly return
Backtest · 4 strategies · MNQ futures · Mar 2023 – present · per initial margin · Full performance report →
How it works
Three steps from model inference to executed order.
Visual pipeline
Signal generation to execution
01
Market data
Bars, spreads, microstructure features
02
Model layer
XGBoost inference + thresholding
03
Signal relay
Authenticated WebSocket delivery
04
Local execution
Orders routed from your IB session
ML model generates signals
An XGBoost model trained on US equity futures data outputs per-bar directional signals with probability scores — running 24/5 in the cloud.
Signals stream to your device
A secure WebSocket connection pushes each new signal to the AureonQuant desktop client installed on your machine, authenticated by your API key.
Orders placed via your own IB account
The client forwards signals to your locally-running IB Gateway. Every order is placed through your own Interactive Brokers account — you stay in full control.
Built for serious traders
No black boxes. No managed accounts. Transparent methodology, full execution control.
Battle-tested model
Trained and validated on years of futures data. Hyperparameters tuned with Optuna. Walk-forward validated to prevent look-ahead bias.
Your account, your execution
We never touch your money. Signals are executed by your own IB Gateway on your own machine. No third-party custody risk.
Low-latency signal delivery
Signals are pushed within milliseconds of each bar close. Sub-second passthrough timing means you capture the same fill prices as our live track record.
Simple, aligned pricing
Clear plan boundaries based on account size, live exposure, and strategy access. No profits, no fee.
Plan ladder
Scale by account size and access
Plans become easier to understand when they map to three things: how much capital you deploy, how many strategies you unlock, and how much support you need.
Starter
Up to $25k
Pro
Up to $100k
Elite
No preset cap
Starter
+ 10% performance share on monthly profits
For smaller accounts
MES only · up to $25k · 1 live contract · P60e only
14-day free trial · Cancel anytime · Compare plans in detail →