Blog
Expert analysis, strategies, and insights for Kalshi & Polymarket prediction markets.
Integrating Google/Polymarket Data into AI Models
Integrating Google/Polymarket Data into AI Models
A technical breakdown of how to fuse Google Trends, news sentiment, and Polymarket/Kalshi order book data into AI trading models — covering data alignment, feature engineering, cross-platform bias, an
Mar 4, 2026 International Election Markets
International Election Markets
International election markets on Kalshi and Polymarket move on thin volume, coalition math, and polling quality that most traders never fully price in. Here's how to read the structural edges and whe
Mar 4, 2026 International Election Markets Expansion
International Election Markets Expansion
Kalshi and Polymarket are rapidly expanding into international election contracts — but coalition politics, thin liquidity, and unreliable polling abroad demand a different playbook than U.S. election
Mar 4, 2026 Is Kalshi Legal in the US?
Is Kalshi Legal in the US?
Kalshi is a CFTC-regulated exchange, but legal access varies by state and contract type — here's the regulatory breakdown traders need before sizing a position.
Mar 4, 2026 Is Polymarket Fully Legal in the US 2026?
Is Polymarket Fully Legal in the US 2026?
Polymarket's US legal status shifted dramatically after its 2025 QCEX acquisition. Here's what changed since the 2022 CFTC settlement, what's still unresolved in 2026, and how it compares to Kalshi's
Mar 4, 2026 Is Polymarket Legal?
Is Polymarket Legal?
Polymarket's legal status in the U.S. hinges on a 2022 CFTC order and a 2025 acquisition that's reshaping its regulatory path. Here's what traders actually need to know before funding an account.
Mar 4, 2026 Is Prediction Market Trading Speculation?
Is Prediction Market Trading Speculation?
Prediction market trading resembles gambling on the surface, but the pricing mechanism, information edge, and platform mechanics make it a fundamentally different activity — here's how to tell the dif
Mar 4, 2026 Kalshi Analytics Dashboard
Kalshi Analytics Dashboard
Kalshi's native charts show price and volume — not why a contract is mispriced. Here's what a real analytics dashboard needs, and how PillarLab AI's 9-pillar framework closes the gap.
Mar 4, 2026 Kalshi API Guide
Kalshi API Guide
A developer's guide to the Kalshi API: authentication, core endpoints, rate limits, WebSocket streaming, and common integration errors — plus how PillarLab AI's 9-pillar analysis layers on top of raw
Mar 4, 2026 Kalshi API for Macro Dashboards
Kalshi API for Macro Dashboards
A trader's guide to building a Kalshi API macro dashboard — real-time WebSocket feeds, ladder-contract settlement logic, cross-platform pricing checks, and where structured analysis outperforms raw pr
Mar 4, 2026 Kalshi Macro vs Bloomberg Survey Win
Kalshi Macro vs Bloomberg Survey Win
A Kalshi macro contract diverged sharply from Bloomberg's survey consensus — here's the structured 9-pillar breakdown of why the gap formed, how to read it, and how PillarLab AI catches these divergen
Mar 4, 2026 Kalshi Macro vs Polymarket Crypto Edges
Kalshi Macro vs Polymarket Crypto Edges
Kalshi's regulated macro contracts and Polymarket's crypto markets reward completely different trading approaches — here's where the structural edges actually sit, and how a 9-pillar framework catches
Mar 4, 2026