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Expert analysis, strategies, and insights for Kalshi & Polymarket prediction markets.
Prediction Market Arbitrage Tools
Prediction Market Arbitrage Tools
A precise breakdown of the tools that actually matter for cross-platform prediction-market arbitrage between Kalshi and Polymarket — scanning, odds normalization, liquidity depth, fees, and where stru
Mar 4, 2026Prediction Market Winnings Tax Rules 2026
Prediction Market Winnings Tax Rules 2026
A precise breakdown of how Kalshi and Polymarket winnings are taxed in 2026 — capital gains vs. ordinary income, taxable events, multi-platform recordkeeping, state tax wrinkles, and where PillarLab A
Mar 4, 2026Prediction Markets vs Attention Economy Platforms
Prediction Markets vs Attention Economy Platforms
Attention platforms optimize for engagement; prediction markets price real probability. This piece breaks down why virality isn't a trading signal, how Kalshi and Polymarket differ in absorbing attent
Mar 4, 2026Prediction Markets vs Trading Sites
Prediction Markets vs Trading Sites
Prediction markets and betting sites both let you wager on outcomes, but the pricing mechanics, liquidity, fees, and regulatory structure differ sharply. Here's what a serious trader needs to know bef
Mar 4, 2026Prediction Markets vs Speculation: Key Differences
Prediction Markets vs Speculation: Key Differences
Prediction markets and gambling get lumped together constantly, but the mechanics, regulation, and edge sources are fundamentally different. Here's what separates trading Kalshi/Polymarket contracts f
Mar 4, 2026Predictive Modeling for Elections
Predictive Modeling for Elections
A pro-trader breakdown of how to build a real predictive model for election contracts on Kalshi and Polymarket — pollster weighting, turnout simulation, correlated error, and how to price your edge ag
Mar 4, 2026Predictive Signals from Volume Spikes
Predictive Signals from Volume Spikes
Volume spikes on Kalshi and Polymarket often move before price does. Learn to separate genuine signal from noise, read cross-platform timing lags, and see how PillarLab AI's 9-pillar framework turns r
Mar 4, 2026Presidential Election Prediction Markets
Presidential Election Prediction Markets
Presidential election prediction markets move on legal filings, debate volume, and early-vote data — not just polling. Here's how pro traders read Kalshi and Polymarket odds, and how PillarLab AI's 9-
Mar 4, 2026Pricing Inefficiencies in Low-Liquidity Markets
Pricing Inefficiencies in Low-Liquidity Markets
Thin order books on Kalshi and Polymarket create pricing inefficiencies that persist far longer than in flagship markets. Learn how to identify durable mispricing versus noise, manage execution risk,
Mar 4, 2026Primary Election Markets
Primary Election Markets
Primary election markets on Kalshi and Polymarket move on thinner liquidity and noisier polling than general elections. Here's how to read primary contracts, spot cross-platform pricing gaps, and use
Mar 4, 2026Professional Prediction Market Software
Professional Prediction Market Software
Professional prediction market software goes beyond a price feed — it applies a structured, repeatable framework across Kalshi and Polymarket to surface real edge instead of noise.
Mar 4, 2026Quant Model vs Human Trading
Quant Model vs Human Trading
A precise breakdown of where quant models outperform human judgment on Kalshi and Polymarket, where discretionary trading still wins, and how a hybrid workflow using PillarLab AI's 9-pillar analysis c
Mar 4, 2026