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

Prediction Market Arbitrage Tools

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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, 2026

Prediction Market Winnings Tax Rules 2026

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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, 2026

Prediction Markets vs Attention Economy Platforms

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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, 2026

Prediction Markets vs Trading Sites

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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, 2026

Prediction Markets vs Speculation: Key Differences

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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, 2026

Predictive Modeling for Elections

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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, 2026

Predictive Signals from Volume Spikes

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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, 2026

Presidential Election Prediction Markets

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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, 2026

Pricing Inefficiencies in Low-Liquidity Markets

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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, 2026

Primary Election Markets

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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, 2026

Professional Prediction Market Software

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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, 2026

Quant Model vs Human Trading

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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