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Player Prop Analyzer

Search any player. See AI confidence scores for today's props — powered by 8 specialized agents.

59%+ Win Rate
6 Sports
8 Agents
Daily Updated

How the AI Prop Analyzer Works

Eight specialized agents run simultaneously on every player prop. Each contributes a weighted signal that combines into a single confidence score — telling you the direction and how strongly the data supports it.

Injury Impact

HIGHEST WEIGHT

Models direct and cascading roster effects when players are ruled out. Usage redistributes — this agent traces exactly who absorbs the minutes and volume.

Matchup Analysis

SIGNAL WEIGHT 2.0

Defense vs Position (DvP) differentials measure how opponents have defended that position group. A favorable matchup amplifies statistical upside; a tough one suppresses it.

Pace & Environment

SIGNAL WEIGHT 2.0

Combines home and away team pace ratings with the Vegas game total to project statistical environment. Fast-paced high-total games create fundamentally different volume floors.

No-Vig Market

SIGNAL WEIGHT 2.0

Strips sportsbook margin from both sides to find true implied probability. Cross-book disagreement and juice direction reveal where sharp money has moved since open.

Usage & Tracking

SIGNAL WEIGHT 2.0

Integrates advanced tracking data — touches, drives, paint touches, time of possession — alongside usage rate. Surfaces edges that box score averages miss entirely.

Minutes Trajectory

SIGNAL WEIGHT 2.0

Detects role changes, starting lineup promotions, and blowout risk. Minutes are the multiplier on every stat — knowing 38 vs 26 changes the entire prop evaluation.

Hit Rate & Trends

SIGNAL WEIGHT 1.5

Recency-weighted hit rate treats the last five games more heavily than the full-season sample. Hot and cold streaks are measured relative to each player's own baseline.

Ensemble Scoring

COMBINED OUTPUT

All agents contribute weighted scores via calibrated weighted average. Agents returning no signal are skipped entirely — a neutral reading never dilutes a strong directional signal.

Each score above 50 signals OVER; below 50 signals UNDER. The confidence percentage represents how strongly all agents agree on the direction — scaled so 50% is neutral and 100% is maximum conviction. Regression correction dampens overconfidence on small-sample statistics. Read the full methodology for complete agent weight tables by sport.

Get the Full Analysis in the App

This page shows confidence scores. The PropEdge app shows the full agent-by-agent breakdown, the rationale behind each score, and AI-built parlay suggestions — all in real time before game time.

Download PropEdge Free Download on the App Store

Free tier includes 5 analyzed props per day. No credit card required.

Prop Analyzer — FAQ

A player prop analyzer is a tool that evaluates player proposition bets by processing multiple signals — statistical history, injury data, matchup information, and market odds — to generate a confidence score for each prop. Rather than relying on raw averages or gut feel, an analyzer synthesizes these sources into a single directional signal, telling you whether a player is likely to go OVER or UNDER their line and how confident the system is in that direction.
PropEdge runs 8 specialized AI agents on every player prop. The Injury agent models direct and cascading teammate effects when players are ruled out. The Matchup agent measures Defense vs Position differentials. The Pace agent projects statistical volume from team pace and the Vegas total. The Usage agent incorporates tracking data like touches and drives. The Minutes agent detects role changes and blowout risk. The NoVig agent strips sportsbook margin to find true implied probability. The HitRate agent applies recency-weighted trend analysis. All agents contribute weighted scores that combine via calibrated weighted average into a final confidence percentage — the number you see in the analyzer above.
Yes. The PropEdge prop analyzer on this page is completely free. Search any player name and see today's AI confidence scores at no cost. The PropEdge mobile app extends this with full agent-by-agent breakdowns, the rationale behind each score, AI-built parlay suggestions, and real-time push notifications when key signals change near game time. The free app tier includes 5 analyzed props per day — no credit card required.
The PropEdge prop analyzer covers NBA, NHL, MLB, NFL, and Soccer (EPL and MLS). Switch between sports using the tabs above the search bar. Each sport has its own specialized agent suite tuned to that sport's data — NBA uses 8 agents including Injury, Pace, Usage, Minutes, NoVig, Matchup, HitRate, and Rest; NHL uses 6 agents with NoVig and SpecialTeams as the dominant signals; MLB uses 8 agents led by PitchingMatchup and Injury; NFL uses 8 agents with Matchup and DVOA as top signals; Soccer uses 7 agents including Lineup confirmation and Form analysis. The analyzer fetches today's picks for whichever sport tab you select.
PropEdge has a verified 59% win rate across all graded sports, with no cherry-picking — every graded leg is included in the track record. The NFL system achieved 57.8% across 3,367 backtested legs, improving to 58.5% when filtering to minimum-confidence 55. At a minimum confidence filter of 55%, the win rate improves further across all sports. Past performance does not guarantee future results — prop outcomes always carry variance — but a sustained 59% edge is statistically significant across a large sample. You can verify the full track record on the results page.