Daily equity model scores, delivered to your systems.

Daily long and short ranking scores on about 3,500 U.S. stocks, by API, Snowflake or file delivery. The models train on point-in-time data back to 1999.

Abstract data streams flowing into stacked layers

License it for your team, or for your product

Internal use

License datasets for your firm's research and internal trading.

Display and distribution

License rights to include the data in your platform or data product.

Pricing depends on the datasets, permitted use and history required. Request a sample to review the format and fields. Evaluation access and production licensing are quoted separately.

What you can license

AI Signals

Daily long and short scores from 0 to 100 for each stock.

Regime signal sets

Four signal sets are on the Snowflake Marketplace today: High Volatility, Low Volatility, Adaptive Regime Switching and All Weather.

Event Pressure

Company and sector research triggered by moves in prediction-market odds and major news. Each finding covers affected tickers, direction, mechanism, confidence and timing, with links to the sources.

News & Sentiment

Trending stories matched to tickers, with direction, size of likely impact, how fast each story is spreading and the related companies it may reach.

What's in each record

Score date
The trading day the score applies to
Ticker
The U.S.-listed stock being scored
Model and version
Which model produced the score, and which release
Long and short scores
From 0 to 100

Every field is defined in the data dictionary.

What a score means

Each stock gets a long score and a short score from 0 to 100. They are rankings, not probabilities. A score of 80 doesn't mean an 80% chance of a profitable trade.

Built for your backtests

Point-in-time training data

Training data runs back to 1999, rebuilt as it was known on each date, through several bull markets, bear markets and volatility spikes.

Controls for look-ahead

Controls for survivorship bias and look-ahead leakage.

Updated every trading night

New scores after each close.

Fixed factor directions

Each input is set to push a score in one direction only.

Pick your pipe

API

Pull scores by date, ticker or model.

Snowflake

A secure share into your account, or a subscription through the Snowflake Marketplace.

Files

Data delivered by S3 or FTP.

MCP

Query scores and research using AI assistants and agents.

Get a sample file and the data dictionary.

Tell us which datasets you want to evaluate and whether you need internal-use, display or distribution rights. We'll send a sample and the data dictionary.