Sports betting fraud detection is becoming a harder problem because the account presented to an operator may look increasingly legitimate even when the person behind it is not. Synthetic identities, AI-generated documents, deepfake selfies, automated account creation, and coordinated device behavior can make a fraudulent profile resemble an ordinary customer long enough to pass an […]
All Posts By: Alex Stanton
Colorado Betting Regulations and Market Behavior
Colorado Betting Regulations shifted promo costs, tax treatment, and player signals after record handle and new 2026 limits.
NFL prediction markets and 2026 Wagering Metrics
NFL prediction markets are changing awareness, access, and performance-data use as 2026 NFL wagering volume stays nearly flat.
vig differential analysis: Sportsbook Cost
A cautious vig differential analysis of regulated U.S. books, sharp pricing references, hold data, and bettor cost trade-offs.
Online Market Depth in Sports Betting Shift
Online market depth analysis of the retail-to-digital sports betting shift, using sourced handle, revenue, access, and risk signals.
Offshore Sportsbooks and U.S. Spend Data
Offshore sportsbooks still draw U.S. wagering outside regulated markets, affecting tax receipts, market share, and consumer risk signals.
Kalshi Sports Wagering Faces Connecticut Test
Kalshi sports wagering dispute in Connecticut raises licensing, market-access, and state-versus-federal regulation issues for bettors.
AI Betting Tools Are Multiplying—How Can Bettors Tell Whether a Model Actually Has an Edge?
AI betting tools can generate probabilities, confidence scores, recommended plays, and market alerts in seconds. The harder question is whether those outputs represent a durable edge or simply a polished interface wrapped around a model that has not been tested under real betting conditions. A useful baseline is probability calibration, because a model that says […]
Regulated Sportsbooks Vs Offshore Market Risk
Regulated sportsbooks are compared with offshore books using revenue, tax-loss, access, and consumer-protection data from current U.S. research.
Colorado Live Betting Under SB 26-131 Rules
Colorado Live Betting faces SB 26-131 limits on deposits, marketing, and data reporting. A cautious market-structure read for bettors.









