Predictions, priced in probabilities.

Quantitative models for pro and college sports built with the same rigor as our financial models, and the same transparency on performance. No lock picks. Just probability distributions and the track record behind them.

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Free ML Predictions

Free model probabilities by sport and market, published directly from our pipeline. They are informational model outputs, not betting advice. View models →

Data Pro & College Odds Data

Historical odds archive across major sportsbooks, pre-cleaned and analysis-ready. Sold as one-time downloads with free samples so you can verify fit before buying. Shop odds data ↗

Sports App + API

Scottfree Basic unlocks the authenticated app workflow: predictions, results, summaries, odds context, account tools, and higher API limits. Premium adds MCP and CLI access. Compare plans →

Gradient-boosted trees

XGBoost and LightGBM for matchup outcomes.

Calibrated probabilities

Brier score and log-loss, not accuracy theater.

Walk-forward validation

No leakage from future slates. Every test set is held strictly forward.

Open-source pipeline

Same AlphaPy framework we release publicly. The models you read about are the models we run.

Audience

Built for sharps, props traders, and researchers. Not for entertainment bettors looking for picks.