Blog
Expert analysis, strategies, and insights for Kalshi & Polymarket prediction markets.
How to Trade Macro Events on Kalshi
How to Trade Macro Events on Kalshi
A trader's guide to positioning around CPI prints, Fed rate decisions, and jobs reports on Kalshi — how the contracts settle, how to build a pre-event thesis, and how to spot cross-platform mispricing
Mar 4, 2026How to Trade News Events
How to Trade News Events
A practical, structured guide to trading news events on Kalshi and Polymarket — covering pre-event checklists, breaking news order flow, election risk, sports overreactions, and how PillarLab AI's 9-p
Mar 4, 2026How to Trade Player Prop Markets
How to Trade Player Prop Markets
A pro-trader framework for pricing player prop markets on Kalshi and Polymarket — covering usage-rate research, odds conversion, correlation risk, timing, and bankroll discipline.
Mar 4, 2026How to Use Implied Probability
How to Use Implied Probability
Implied probability turns a Kalshi or Polymarket contract price into a market forecast — here's how to calculate it, where it diverges from true probability, and how to build a repeatable edge-detecti
Mar 4, 2026How to Withdraw from Polymarket
How to Withdraw from Polymarket
A precise walkthrough of withdrawing from Polymarket — wallet setup, USDC-to-cash conversion, KYC requirements, fees, and timing — plus how structured 9-pillar analysis from PillarLab AI helps you tra
Mar 4, 2026How Volume Impacts Odds Movement
How Volume Impacts Odds Movement
Volume is the leading indicator prediction market traders overlook. Learn how order book depth, AMM slippage, and volume-to-odds divergence signal real conviction versus noise on Kalshi and Polymarket
Mar 4, 2026Impact of Breaking News on Odds
Impact of Breaking News on Odds
Breaking news can move Kalshi and Polymarket odds 8-15 cents in minutes — here's how to read the timing, spot overreaction versus durable repricing, and build a news-to-odds workflow that keeps pace w
Mar 4, 2026Injury News Impact on Event Odds
Injury News Impact on Event Odds
Injury reports move Kalshi and Polymarket odds faster than sportsbooks can reprice — here's how to separate real signal from market overreaction and trade the window before it closes.
Mar 4, 2026Insider Flow Detection in High-Volume Markets
Insider Flow Detection in High-Volume Markets
Learn how to detect insider flow in high-volume Kalshi and Polymarket contracts using volume anomalies, cross-platform divergence, and liquidity signals — and how PillarLab AI's 9-pillar framework aut
Mar 4, 2026Institutional Participation in Polymarket
Institutional Participation in Polymarket
Institutional capital is reshaping Polymarket's order books, tightening spreads on flagship contracts while leaving niche markets inefficient. Here's how professional flow, cross-platform arbitrage, a
Mar 4, 2026Institutional Tools for Prediction Markets
Institutional Tools for Prediction Markets
Institutional tools for prediction markets are no longer optional as Kalshi and Polymarket volumes surge. Learn what separates structured, edge-quantifying analysis from retail guesswork, and how a 9-
Mar 4, 2026Integrating AI with APIs
Integrating AI with APIs
A precise breakdown of how AI-API integration powers real-time prediction market analysis on Kalshi and Polymarket, covering data quality, latency, cross-platform odds reconciliation, and how to evalu
Mar 4, 2026