Benchie

BenchEdge is an ML-powered NBA player prop prediction platform.

We built a system that combines 5 machine learning models (XGBoost, LightGBM, CatBoost, Random Forest, Neural Network) trained on 1.5 million play-by-play rows across 3+ NBA seasons with 231 engineered features.

What makes us different:
→ 24 real-time checkpoints per game (not just pre-game predictions)
→ Calibrated probabilities (when we say 70% confidence, we mean it)
→ 14 autonomous agents that monitor, improve, and self-heal the system 24/7
→ Full transparency — every pick timestamped, no deleted misses

We post daily content about NBA analytics, how ML prediction works, and our actual picks with full accountability.

Follow along as we build the most transparent prediction system in sports.