Quantum Football Predictions
Data-driven picks. Multi-source reasoning. 21 leagues. Winning tips daily.
21 Leagues
Premier League, La Liga, Serie A, Bundesliga, Ligue 1, MLS, Liga MX, and more.
AI Reasoning
xG, H2H, odds, injuries — one confidence score.
Telegram & WhatsApp
Get predictions 24/7 on your preferred channel.
The Logic of the Pick
Five core pillars power every prediction. No black box — transparent, auditable reasoning.
xG Variance
Expected goals delta between teams. Positive variance indicates attacking superiority.
Odds Deviation
Market odds vs our model. Significant deviation signals value or market inefficiency.
Injury Impact
Key player absences weighted by position and recent form. CB/GK weighted higher.
Tactical Form
Last 5 matches, home/away splits, and style-of-play compatibility.
Neural Weighting
LLM synthesis of all inputs into a single confidence score (1–100).
The Quantum Workflow
From raw data to your device. Step-by-step.
Data Ingestion
FBref, Understat, OddsPortal. Aggregated via aggregate.py.
OpenClaw Gateway
run_football.sh orchestrates. Caches results for speed.
Quantum Reasoning
LLM evaluates xG, odds, injuries, tactics. Outputs H|D|A + confidence.
Delivery
Telegram, WhatsApp, or Portal. Channel-lock ensures one active stream.
The Anatomy of a Prediction
How data flows from FBref and OddsPortal through the OpenClaw gateway to your device.
How it Works
The OpenClaw pipeline in code. Complexity made transparent.
1# OpenClaw Pipeline — run_football.sh2aggregate.py --sources fbref,understat,oddsportal3→ xG variance, odds deviation, injury flags45run_football_cached.py --home Arsenal --away Chelsea6→ Neural weighting, confidence score (1-100)78Gateway → Telegram / WhatsApp / Portal9# Prediction delivered in < 30s
Security & Integrity
Admin sessions use HMAC-SHA256. Subscriber IDs are normalized before any script execution. No credentials stored in plaintext.
All prediction logic runs server-side. Subscriber tier enforcement is strict — no cross-tier access. FOOTBALL-ALLOWED-NUMBERS.md and PORTAL-USERS.txt govern access. Scripts: run_football.sh, extend_football_renewal.sh, set_channel_lock.sh.
Quantum Accuracy Metrics
P/L broken down by league. Real-time transparency.
Quantum Accuracy Metrics
P/L by league. Updated weekly.
| League | Picks | Correct | ROI |
|---|---|---|---|
| Premier League | 142 | 89 | +12.4% |
| La Liga | 118 | 74 | +8.2% |
| Serie A | 95 | 61 | +6.1% |
| Bundesliga | 88 | 56 | +5.3% |
| All Leagues | 523 | 312 | +9.7% |
Live Verification Table
Last 10 predictions with redacted logic. View the reasoning behind each pick.
Global Market, Local Precision
Built for African bettors. NGN, KES, GHS supported. Flutterwave integration. Optimized for low-latency delivery.
Nigerian Naira. Primary currency.
Kenyan Shilling. Full support.
Ghanaian Cedi. Full support.
WhatsApp support: +234 913 230 8984. David handles subscriber queries.
Model Evolution Log
How our neural models are retrained based on current season data.
Gradient Boosting + LLM Synthesis. Our pipeline combines statistical models (xG, odds deviation) with LLM reasoning. The LLM receives structured inputs and outputs H|D|A with confidence.
Seasonal Retraining. Weights are updated weekly based on the current season's results. Leagues with more data (Premier League, La Liga) receive finer calibration.
No RNNs in Production. We use cached aggregation (aggregate.py) and on-demand LLM calls. This keeps latency under 30s while allowing real-time data ingestion.
Leagues Covered
21 leagues. Scroll to activate the Neural Scan — leagues illuminate as they enter view.
Predictions are for statistical information only. Past performance does not guarantee future results.