Eight specialized agents score each prop across six sports. Every signal is weighted by historical accuracy and combined into one confidence number. No jargon. No guesswork. Just the edge.
Tipsters hand you a pick and ask you to trust their judgment. Raw data tools dump box scores and leaving you to figure out what matters. Both approaches require either blind faith or hours of research — and neither one shows you why a prop is worth playing.
PropEdge is built differently. Every player prop runs through a systematic, multi-signal analysis engine that surfaces the actual reasons a line is mispriced. You see which agents agree, how strong the injury situation is, whether sharp money has moved the line, and exactly how confident the system is. Full transparency, no black boxes.
The result is a single confidence score — one number that represents everything the engine knows about that prop at that moment. Open the app, check the score, make your pick.
The Engine
Each agent is an independent expert. They analyze different dimensions of the same prop, and their scores are combined — weighted by how accurate each has been — into a single confidence rating.
The single most predictive signal in the engine. The Matchup Agent analyzes position-specific defensive performance — how does the opposing defense historically perform against this player's exact position? A wide receiver drawing a cornerback who ranks in the bottom quartile of the league is a fundamentally different prop than one drawing a shutdown corner. This agent quantifies that difference precisely, using defensive metrics like DVOA and positional coverage grades to measure the quality of the matchup rather than just win-loss records.
Matchup QualityThe highest-weighted agent in the NBA model — and for good reason. The Injury Agent does more than flag a player as OUT. It calculates cascade effects: when a star goes down, who absorbs their usage? Which teammates see increased shot attempts, touches, or time-of-possession? A superstar exiting the rotation doesn't just affect their own prop — it shifts the statistical environment for everyone around them. The engine models these second-order effects automatically, which is something no manual research process can do consistently at scale.
Direct + Cascade EffectsEvery sportsbook bakes a margin — the vig — into the odds they publish. The No-Vig Agent strips that margin out to expose the bookmaker's true implied probability on each side of the line. It then compares probabilities across multiple books simultaneously. When books disagree significantly on the same prop, that disagreement is itself a signal. Where the vig-free number sits relative to the published line reveals whether the market considers this prop cheap or expensive relative to fair value.
Multi-Book AnalysisStatistical output is not independent of game context. A fast-paced game creates more total possessions, which means more statistical opportunities for every player involved. The Pace and Volume Agent adjusts prop lines for game speed, usage rates, expected playing time, and Vegas game totals. A player targeting 6 rebounds in a slow, defensive game is a very different bet than the same line in a pace-friendly shootout with a 230-point total.
Usage Rate AdjustmentHas this player been hitting this specific line consistently? The Hit Rate Agent goes beyond raw percentages by applying a recency-weighted algorithm — games from three weeks ago count less than games from last week. It also tracks trend direction (improving vs. declining), hot streaks, cold streaks, and consistency scoring. A player who hits a line 60% of the time but does so unpredictably is rated differently than one who hits it 55% of the time with tight variance and a current upward trend.
Recency-Weighted TrendsFatigue is measurable. Back-to-back games, three games in four nights, and four games in five nights all carry documented performance penalties across different sports. The Rest Agent quantifies the expected degradation from compressed schedules — particularly impactful for minutes, shooting efficiency, and explosive stat categories. This agent also tracks broader form signals and situational context that affect output in ways that raw averages won't capture.
Fatigue DetectionSurface stats like yards and points are the result of skill plus luck. Advanced metrics attempt to isolate the skill component. The Advanced Stats Agent works with metrics like CPOE (completion probability over expected), which measures a quarterback's accuracy relative to the difficulty of each throw; separation rate, which reflects a receiver's ability to get open independent of target share; and RYOE (rush yards over expected), which adjusts a running back's output for the quality of blocking and defensive front they faced. These z-score-normalized signals identify players outperforming or underperforming relative to true talent.
CPOE, Separation, RYOEWhen professional bettors — known as sharps — place significant wagers, sportsbooks adjust the line in response. This movement is a public, observable signal. The Line Movement Agent monitors timestamped snapshots of odds across books to detect meaningful shifts in either direction. A line that opened at -115 and has been pushed to -140 on the same side tells you something the public data alone does not. Sharp-sided line movement, especially when it contradicts public betting percentages, is one of the strongest independent signals in prop betting markets.
Sharp Money DetectionThe Scoring System
When PropEdge analyzes a prop, each agent produces a score from 0 to 100 — where scores above 50 point toward OVER and scores below 50 point toward UNDER. Agents that return no meaningful signal on a given prop abstain entirely rather than adding noise. Weak, neutral signals have their weight reduced automatically.
The individual agent scores are then combined into a single weighted average. Agents are not treated equally. Each agent carries a weight that reflects how accurate it has been historically on that specific type of prop. The Matchup Agent carries more weight than the Advanced Stats Agent because backtesting shows it is more predictive — and the system continues to recalibrate these weights every week based on new results.
The final output is a confidence score from 20 to 80. A score of 65 means strong confidence toward OVER. A score of 35 means strong confidence toward UNDER. Scores near 50 indicate a close or uncertain prop. The number itself is the answer — you don't need to interpret it.
This self-learning feedback loop is how the system went from a 44% baseline to a verified 59%+ win rate across more than 17,000 graded picks.
Why PropEdge
There are plenty of ways to get prop picks. Here is why the PropEdge approach is structurally different from every alternative.
Ready to Use It
Every day, PropEdge analyzes hundreds of player props across NFL, NBA, MLB, NHL, EPL, and MLS. Download the app and get 5 fully-analyzed picks for free — no commitment required.