Blog
Expert analysis, strategies, and insights for Kalshi & Polymarket prediction markets.
AI Edge Detection in Prediction Markets: How It Works
AI Edge Detection in Prediction Markets: How It Works
AI edge detection in prediction markets works by comparing a contract's implied probability against an independently modeled probability built from structured data. Learn how mispricing detection, 9-p
Jul 7, 2026 AI Football Betting: 200 Real Bets Later, Here's My Honest Breakdown
AI Football Betting: 200 Real Bets Later, Here's My Honest Breakdown
A trader's honest breakdown of AI football betting after 200 tracked bets — what worked, what didn't, and how structured analysis beats gut calls.
Jul 7, 2026 AI Prediction Accuracy by Sport: Which Sport Gives AI the Best Edge
AI Prediction Accuracy by Sport: Which Sport Gives AI the Best Edge
Not all sports are equally predictable. Here's where structured AI analysis gives you a real edge on Kalshi and Polymarket — and where it doesn't.
Jul 7, 2026 AI Sports Betting Performance Data: My Full 6-Month Results With Real Numbers
AI Sports Betting Performance Data: My Full 6-Month Results With Real Numbers
Six months of tracked AI sports betting performance data, broken down by confidence tier, closing line value, and baseline comparison — with real numbers, not marketing claims.
Jul 7, 2026 AI Sports Betting Reddit 2026: What the Community Actually Uses vs What Gets Upvoted
AI Sports Betting Reddit 2026: What the Community Actually Uses vs What Gets Upvoted
Reddit's AI sports betting recommendations are skewed by affiliate noise. Here's how to separate what the community actually uses from what just gets upvoted.
Jul 7, 2026 AI Sports Betting Reddit 2026: What the Community Actually Uses
AI Sports Betting Reddit 2026: What the Community Actually Uses
What serious traders on r/sportsbook and r/Kalshi actually use and recommend for AI-driven betting analysis, and how structured frameworks beat hype-driven tools.
Jul 7, 2026 My AI Sports Betting Stack 2026: Every Tool, Every Prompt, PillarLab at the Core
My AI Sports Betting Stack 2026: Every Tool, Every Prompt, PillarLab at the Core
The complete 2026 AI sports betting stack — discovery, structured analysis, cross-referencing, and tracking — with PillarLab's 9-pillar engine at the core.
Jul 7, 2026 AI Sports Betting Tools That Actually Win in 2026: My Complete Stack
AI Sports Betting Tools That Actually Win in 2026: My Complete Stack
A breakdown of which AI sports betting tools hold up in 2026, why single-score models fail, and how structured 9-pillar analysis on live Kalshi/Polymarket data changes the research process.
Jul 7, 2026 AI Sports Picks vs Human Experts: My Personal 500-Pick Head-to-Head Study
AI Sports Picks vs Human Experts: My Personal 500-Pick Head-to-Head Study
A structured 500-pick comparison of AI predictions vs human expert picks reveals where each approach wins, and why traceable reasoning beats raw win rate.
Jul 7, 2026 AI Trading Bot vs Manual Betting: I Ran Both for 60 Days
AI Trading Bot vs Manual Betting: I Ran Both for 60 Days
A 60-day head-to-head test of automated bot trading vs manual research on Kalshi and Polymarket reveals where each approach wins, fails, and how structured analysis beats both.
Jul 7, 2026 AI vs Human Handicapping: My 6-Month, 500-Pick Head-to-Head
AI vs Human Handicapping: My 6-Month, 500-Pick Head-to-Head
A six-month, 500-pick head-to-head between structured AI analysis and human handicapping reveals where each approach wins — and why combining them beats either alone.
Jul 7, 2026 I Went All-In on Political Markets for 90 Days: Full P&L
I Went All-In on Political Markets for 90 Days: Full P&L
A 90-day structured tracking experiment across Kalshi and Polymarket political contracts — what moved prices, where the real edge showed up, and the framework to replicate it.
Jul 7, 2026