Our Technology

Decades of Data.
Six Models. One Prediction.

Most lottery tools look at the last few months. We trained our AI on 30+ years of draw history — and we're one of the few that actually accounts for the rule changes that make older predictions useless.

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Years of Data
Back to the early 1990s
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Statistical Features
Per draw, per model
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ML Models
Ensembled into one
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State Lotteries
Plus Powerball & Mega Millions

Era-Aware Intelligence

Powerball and Mega Millions have changed their number ranges multiple times. A “hot number” from 2010 might not even exist in today's game. Our models know exactly which rules applied to every single draw — so the patterns they find are real.

EraWhite BallsBonus Ball
1992–20051–531–42
2005–20131–561–46
2013–20171–751–15
2017–20251–701–25
2025–Now1–701–24

Each era has different probability distributions — our models train on normalized data, not raw numbers.

The Ensemble

No single algorithm sees the whole picture. We run six fundamentally different models plus FP-Growth pattern mining, then a meta-learner fuses their outputs — weighted by each model's recent accuracy.

Random Forest

Grows thousands of independent decision trees, each voting on the most probable numbers. The wisdom of the crowd, applied to data.

Strength: Feature importance

XGBoost

Our fastest learner — iteratively corrects its own mistakes to zero in on the combinations with the highest statistical edge.

Strength: Gradient optimization

LSTM Neural Network

Reads sequences of past draws like a sentence — detecting temporal rhythms and momentum shifts that repeat over hundreds of draws.

Strength: Sequence patterns

Temporal CNN

Scans short windows of 3–5 consecutive draws to detect local motifs — recurring micro-patterns invisible to models that look at the full history.

Strength: Local motif detection

Transformer

Uses self-attention to weigh every past draw against every other — capturing long-range dependencies that span hundreds of drawings.

Strength: Long-range attention

FP-Growth

Mines frequent itemsets from historical draws — discovering which number combinations appear together far more often than random chance would predict.

Strength: Pattern mining
RandomXGBoostLSTMTemporalTransformerFP-GrowthMeta-Learner → Your Prediction

Updated Daily. Automatically.

Every morning our pipeline ingests the latest draw results, re-engineers 50+ features, and retrains all six models. By the time you open the app, the AI already knows last night's numbers.

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01Ingest

Pull every draw result from 6+ verified sources

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02Normalize

Map number ranges per era — accounting for rule changes

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03Engineer

Extract 50+ statistical features per draw

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04Train

6 models learn independently, then a meta-learner fuses their outputs

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05Validate

Backtest against held-out draws — only deploy if accuracy improves

This Isn't Guesswork

Every prediction is backed by decades of data, normalized across every rule change, and validated against draws the models have never seen. You get the numbers — and the confidence score that comes with them.

Get Your First Prediction Free →

No credit card required. See what the AI picks for tonight's draw.