Blog

Expert analysis, strategies, and insights for Kalshi & Polymarket prediction markets.

How to Trade Macro Events on Kalshi

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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, 2026

How to Trade News Events

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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, 2026

How to Trade Player Prop Markets

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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, 2026

How to Use Implied Probability

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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, 2026

How to Withdraw from Polymarket

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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, 2026

How Volume Impacts Odds Movement

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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, 2026

Impact of Breaking News on Odds

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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, 2026

Injury News Impact on Event Odds

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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, 2026

Insider Flow Detection in High-Volume Markets

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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, 2026

Institutional Participation in Polymarket

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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, 2026

Institutional Tools for Prediction Markets

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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, 2026

Integrating AI with APIs

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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