How Our AI Predictions Work

Transparent methodology behind every prediction we publish. No black boxes — just data, models, and verifiable results.

Data Sources

We aggregate real-time data from 50+ sources including official league APIs, historical match databases, player performance trackers, weather services, and live odds feeds from major sportsbooks. Every data point is cross-validated against at least two independent sources before entering our pipeline.

Model Architecture

Our prediction engine combines an ensemble of gradient-boosted decision trees with a transformer-based sequence model. The ensemble captures short-term form and head-to-head patterns, while the transformer identifies longer-range trends like seasonal momentum shifts and venue effects. Both models vote independently, and we only publish predictions where they agree with high confidence.

Confidence Scoring

Every prediction carries a confidence score from 1 to 100. This isn't just model probability — it factors in data completeness, market liquidity, historical model accuracy for similar matchups, and expected value versus current odds. We classify predictions as Hot (75+), Warm (55–74), or Cold (below 55). Only Hot and Warm predictions are highlighted in our daily picks.

Edge Detection

We don't just predict outcomes — we find edges. Our system compares model-implied probabilities against real-time market odds to identify mispriced events. When our model says a team has a 65% chance but the market implies 50%, that's a value edge. We quantify expected value (EV) for every prediction and flag positive-EV opportunities separately in our Radar tool.

Result Verification

Every prediction is timestamped and locked before the event starts — no retroactive edits. After the event concludes, results are automatically verified against official data sources and our track record is updated in real time. You can audit our complete prediction history, including misses, on the Portfolio page. We believe accountability builds trust.

Responsible Use

AI predictions are analytical tools, not guarantees. No model can predict the future with certainty — upsets happen, injuries occur mid-game, and markets shift. We publish confidence scores and historical accuracy precisely so you can make informed decisions. Always bet within your means and use our Responsible Gambling resources if you need support.