ANALYTICS, NOT GUESSWORK
PropScout turns public sports data into clear, honest player-performance analytics for the NFL, NBA, MLB and NHL — available on the web and through a Telegram bot.
PropScout began with a simple frustration: season averages and highlight reels tell you almost nothing about how a player is performing right now. We wanted a cleaner signal — a way to see recent form, consistency and matchup context at a glance, for any player in any upcoming game.
So we built an engine that pulls full rosters and recent game logs from ESPN's public data, computes rolling projections and reliability scores, adjusts for opponent and context, and distils it all into an intuitive 0–100 Form Score. The same engine powers both this website and our Telegram bot, so you can run a matchup in your browser or in your chat in seconds.
Data over narrative
We start from ESPN's public game logs, not from hot takes. Every number on the site traces back to games that actually happened.
Transparent methodology
We explain exactly what we measure and why. Our Insights and Glossary spell out every metric so nothing is a black box.
AI as an assistant
We use large language models to summarise trends in plain English — as a research aid that points you to what's worth a closer look, never as a guarantee.
Responsible framing
PropScout is an analytics and entertainment product. We are clear that nothing here is financial advice and that sports outcomes are uncertain.
Learn how it works
Curious about the methodology behind the numbers? Our Insights section breaks down every part of the process, and the Glossary defines every metric in plain language.