Alternative Data Signal Service
Detect Coordinated Campaigns.
Capture the Reversal.
We use machine learning to identify stocks targeted by coordinated social media campaigns designed to generate exit liquidity. When artificial demand fades, prices revert. Our signals let you be there first.
The Signal
Exploit Artificial Demand Before It Unwinds
Firms seeking exit liquidity orchestrate coordinated promotional campaigns across social media to inflate demand for their stock. These campaigns follow detectable patterns and create predictable price distortions that systematically reverse.
Our AI-driven system identifies these campaigns in real time, flags the targeted tickers, and generates actionable short signals before the reversal. Each signal includes the detected ticker, confidence score, campaign metadata, and risk parameters. Delivered daily via secure feed or structured report.
Volume Spike on Campaign Detection
Coordinated promotion campaigns generate a sharp, measurable surge in trading volume that our models detect in real time.
Post-Campaign Price Trajectories
Individual price paths for hundreds of detected campaigns. Each line is one security, normalized to zero at detection. The median path shows systematic post-campaign decline.
Performance
Empirically Documented Returns
Based on hundreds of documented campaign events across a four-year sample. All returns measured from the short side.
Research Foundation
Built on Published Research. Tested Out of Sample.
Our signals originate from peer-reviewed academic research that documents a specific, repeatable market structure: coordinated paid promotions create artificial demand that systematically reverses. The mechanism is economic, not statistical.
Every signal maps to an observable, verifiable event. The underlying research controls for selection, survivorship, and market conditions across hundreds of events spanning four years of out-of-sample data.
Process
From Detection to Signal
Monitor
AI-powered continuous surveillance of social media for coordinated security promotion activity.
Detect
Machine learning classifiers identify campaigns designed to generate artificial demand and exit liquidity.
Analyze
Multi-factor screening for tradability, liquidity, borrow availability, and campaign coordination.
Signal
Actionable short recommendation with ticker, confidence score, timing, and risk parameters.
Get in Touch
Explore the Signal
We welcome conversations with institutional investors and research teams exploring alternative data signals. Reach out to learn more about our work.
Milan, Italy