About playerWON
Where sports meets machine learning.
🎯 Our Mission
playerWON is built for fans, bettors, and data nerds who believe sports outcomes can be better understood — and predicted — through data. Our goal is to make advanced analytics simple, useful, and fun to explore.
🏒 Starting with the NHL
Our platform launched with a focus on the NHL, using data directly from the official NHL API. We combine game results, player stats, scheduling trends, and other hidden signals to fuel our models and insights.
- Daily team and player data updates
- Advanced rolling stats and match predictions
- Fan pick’em game to test your instincts
Note: Data is automatically ingested and may contain occasional discrepancies. We are actively improving data quality checks.
🚧 In Development
This platform is still in active development. We’re building new features week by week, and welcome early users who want to help shape the future of the site.
- Sign up now to receive free lifetime access before paid plans launch.
- NHL player predictions for goals, assists, and points are coming for the next season.
- Expect more charts, tools, and gamified experiences to roll out soon.
🥋 Expanding to Other Sports
Our roadmap includes support for other high-impact sports like MMA. Each sport will get its own custom models, pipelines, and metrics — built from scratch for how the game works.
🔍 How We Build
Everything we do is guided by three principles:
- Transparency – We show what goes into our predictions.
- Repeatability – Our systems run on code, not gut feelings.
- Evolution – We iterate constantly based on real performance.
🚀 What’s Next
We’re actively developing new tools, stats pages, and user features. Our long-term vision includes:
- Live model vs. user leaderboard
- Predictive dashboards with rolling team metrics
- Historical odds and betting tools
⚙️ Built with Help from AI
We believe in working smarter — and that includes how we build the platform. Much of our code, automation, and system design is developed using AI tools like ChatGPT, GitHub Copilot, and other machine learning assistants.
These tools help us move faster, stay lean, and continuously improve. Just like we use data to understand sports, we use AI to improve how we build playerWON.