Pricing

Blog

Prediction Market Trading Guides

Tutorials, comparisons, and research on automated trading bots for prediction markets, Kalshi, Polymarket, backtesting, and risk control.

Start with the Kalshi bot comparison for software selection or the latest Bitcoin backtest research for study results and methodology. Browse sports betting and arbitrage guides for the Sports experience.

80 posts

October 2026

  1. Is OddsJam Worth It? 2026 Prices vs Break-Even

    Ryan Bajollari10 min read

    OddsJam costs $199.99 to $499.99 a month after a discounted first month. See the volume you need to break even, with current plans and a real arbitrage example.

  2. Kalshi–Polymarket Sports Arbitrage: A Practical US Workflow

    Ryan Bajollari10 min read

    Compare sports contracts across Kalshi, Polymarket US, and Novig. Learn to check matching lines, fees, liquidity, and fills before acting on an arbitrage.

  3. Kansas City Chiefs Odds Explained

    TurbineFi5 min read

    Read Kansas City Chiefs moneyline, spread and total odds using clearly hypothetical examples. Understand implied probability, tie exposure and payout math.

  4. Los Angeles Lakers Odds Explained

    TurbineFi4 min read

    Understand Lakers moneyline, spread and total prices with hypothetical basketball examples. Check overtime scope, implied probability and hedge assumptions.

  5. NBA Prediction Markets: Prices, Rules, and Tools

    TurbineFi5 min read

    Learn how NBA prediction markets price game winners, spreads and totals. Compare overtime scope, player-market rules and illustrative expected value math.

  6. NFL Game Moneylines Explained

    TurbineFi5 min read

    Understand NFL game moneylines, two-way versus three-way outcomes, tie and overtime rules, payout math and how to match the same game across venues.

  7. NFL Prediction Markets: Prices, Rules, and Tools

    TurbineFi5 min read

    Understand NFL prediction market prices, moneylines, spreads, totals and settlement rules. Work through illustrative examples with free sports calculators.

  8. OddsJam Alternatives: Prices and Venues Compared

    Ryan Bajollari9 min read

    OddsJam costs $199.99+ a month. Compare Outlier, Unabated, DarkHorse Odds, RebelBetting and TurbineFi Sports by price, trial and prediction-market coverage.

  9. OddsJam vs Outlier (2026): Prices, Tools, Venues

    Ryan Bajollari9 min read

    OddsJam costs $199.99+ a month; Outlier costs $19.99 to $79.99. Compare plans, +EV and arbitrage tools, prediction-market coverage and free trials side by side.

  10. Outlier Bet Alternatives: Prices & Features 2026

    Ryan Bajollari11 min read

    Outlier.bet costs $19.99 to $79.99 a month. Compare prop-research, +EV and arbitrage alternatives, with prices checked on each company's own site.

  11. Does Kalshi Have a Stop Loss? Auto Sell, Resting Orders and Sports Stops (2026)

    Ryan Bajollari13 min read

    Kalshi Auto Sell is a take-profit: a resting sell that can't go below what you paid. There's no stop-loss on event contracts, sports included. Here's how to add one.

  12. Kalshi BTC 15-Minute Bot: Setup, Backtest & Paper Checks (2026)

    Ryan Bajollari24 min read

    Set up a Kalshi BTC 15-minute (KXBTC15M) bot: market selector, entry and exit rules, skips, the settlement index, fees, a 30-day backtest and a 4-hour Paper Run.

  13. Best Crypto Trading Bots: Features, Costs & Testing (2026)

    Ryan Bajollari12 min read

    Compare 3Commas, Pionex, Cryptohopper, Coinrule, and Bitsgap on price, backtesting, paper trading, US access, and API-key permissions, checked Oct 6, 2026.

  14. Best Hyperliquid Trading Bots: Features, Costs & Testing (2026)

    Ryan Bajollari11 min read

    Compare Hyperliquid trading bots by cost, backtesting, testnet, and API-wallet custody: Hummingbot, Freqtrade, Gainium, and Bitsgap, checked October 2026.

  15. Best Stock Trading Bots: Features, Costs & Testing (2026)

    Ryan Bajollari12 min read

    Compare the best stock trading bots by price, backtesting, broker support, and live-order control: Composer, Trade Ideas, TrendSpider, and QuantConnect.

  16. Automating Trading in Crypto vs Equities vs Prediction Markets: What Actually Transfers

    Ryan Bajollari29 min read

    A 0.1% Bitcoin move can swing a Kalshi contract 43¢ near expiry. How bot infrastructure and strategies compare across crypto, stocks, and prediction markets.

September 2026

  1. We Tested 5,732 Kalshi Bitcoin 15-Minute Bot Variants

    Ryan Bajollari20 min read

    Our updated Kalshi BTC 15-minute strategy research covers 5,732 backtests. Compare momentum, panic fade, MACD, entry bands, fees, and drawdowns.

  2. Do Automated Trading Bots Actually Make Money on Prediction Markets? What the Data Shows

    Ryan Bajollari28 min read

    TurbineFi's April study found 102 of 4,904 Kalshi BTC bot variants profitable in simulation. Compare execution models, cohort limits, and later research.

  3. How to Trade Prediction Markets With an AI Agent Using MCP

    Ryan Bajollari22 min read

    Learn how to trade prediction markets with an AI agent using MCP for research, backtesting, risk controls, deployment, and monitoring.

  4. What Is an Automated Prediction Market Trading Bot? How They Work (2026)

    Ryan Bajollari28 min read

    5% of bot-like wallets drive 75% of Polymarket volume. Learn what an automated prediction market trading bot is, its five parts, four types, and limits.

  5. How to Trade Kalshi Weather Markets: Temperature, Precipitation, and Hurricane Contracts (2026)

    Ryan Bajollari31 min read

    Kalshi weather volume is pacing toward $1.1B annualized. How temperature, rain, snow, and hurricane contracts settle — and where forecast edge lives.

August 2026

  1. Building a Prediction Market Trading Journal: Reviewing Decisions, Not Just Outcomes

    Ryan Bajollari28 min read

    People rate an identical decision far better when it happens to win (d = 1.10). The trade journal schema, calibration scoring, and Brier math that catches it.

  2. The Kalshi Automation Stack: From Signal to Settlement

    Ryan Bajollari30 min read

    Kalshi lists 13,394 series; only 2,408 repeat on a clock. The full automation stack — signal, sizing, execution, settlement — and the seams where bots break.

  3. Automating Strike Ladders on Kalshi: Trading Multiple Price Levels at Once

    Ryan Bajollari36 min read

    One Kalshi BTC event lists up to 188 contracts on the same underlying at the same settlement time. Here's how to automate a laddered entry across all of them.

  4. Automating Your Exit: Timing Trades Around Kalshi Resolution Windows

    Ryan Bajollari23 min read

    Kalshi outcome determination can take 12+ hours after close, and an ambiguous contract may settle at its last traded price. Automate your exit first.

  5. Kalshi Automated Trading: APIs, Fees, Bots & Risk Controls

    Ryan Bajollari20 min read

    Learn how Kalshi automated trading works across APIs, fee tiers, bot architecture, risk controls, sandbox testing, and regulated infrastructure.

July 2026

  1. How Many Hours Does Automation Actually Save a Kalshi Trader? (A Time-Motion Study)

    Ryan Bajollari18 min read

    A manual Kalshi routine burns roughly 21.5 hours a week. Automating the same workflow cuts it to about 4. Here's the full task-by-task breakdown, netted.

  2. When Not to Trade: Kalshi and Polymarket Liquidity Calendar (2026)

    Ryan Bajollari16 min read

    Kalshi and Polymarket hit ~$24B monthly volume by April 2026, but liquidity isn't spread evenly. Here's when books thin out — and the filters to add.

  3. Best Prediction Market Trading Bots: 8 Platforms Compared

    Ryan Bajollari17 min read

    Compare 8 prediction market trading bots and AI platforms for Kalshi and Polymarket, including execution, backtesting, risk controls, and venue support.

  4. Parameter Sweeps & Permutation Testing for Prediction Markets

    Ryan Bajollari14 min read

    Test 100 strategy variants and you're ~99.4% likely to find a false positive. How Turbine's parameter sweeps and permutation tests catch it.

  5. How Prediction Markets Resolve: Oracles & Disputes (2026)

    Ryan Bajollari15 min read

    A $160M Polymarket market flipped from YES to NO after oracle disputes. How Kalshi and Polymarket settle contracts, and how to price resolution risk.

June 2026

  1. How to Keep Your Prediction Market Bot and Funds Secure (2026)

    Ryan Bajollari16 min read

    Hackers stole $713M from crypto wallets in 2025. Here's how to secure your prediction market bot's API keys, wallet approvals, and funds.

  2. Prediction Markets vs Options vs Sports Betting: A Trader's Comparison (2026)

    Ryan Bajollari18 min read

    Compare prediction markets, options and sports betting by fees, payoff, liquidity and automation, with practical Kalshi examples.

  3. How to Hedge Real-World Risk With Prediction Markets (2026)

    Ryan Bajollari21 min read

    Businesses already transfer $192B in crop risk and $61B via catastrophe bonds. Here's how to hedge elections, Fed decisions, and weather on prediction markets.

  4. How to Market-Make on Kalshi and Polymarket: Earn the Spread Instead of Paying It (2026)

    Ryan Bajollari19 min read

    On Kalshi, ~95% of liquidity comes from 2,000+ small market makers — some just individuals. Here's how to quote two-sided liquidity and earn the spread in 2026.

  5. Position Sizing and Risk Management for Prediction Market Trading (2026)

    Ryan Bajollari22 min read

    Full Kelly has a 50% chance of halving your bankroll. Here's the sizing and risk math that keeps prediction-market traders solvent — with Kalshi numbers.

  6. Why Your Prediction Market Bot Wins in Calm Markets But Dies in Volatility (And How to Fix It)

    Ryan Bajollari21 min read

    In Oct 2025, visible BTC liquidity collapsed 99.8% and spreads widened 1,321x in 40 minutes. Here's why bots die in volatility, and the vol-adjusted sizing math that survives it.

  7. How to Run Prediction Market Bots Without Constant Monitoring (Set-and-Forget Automation)

    Ryan Bajollari20 min read

    Only 3% of alerts need immediate action. Here's how to wire prediction market bots with kill switches, anomaly alerts, and auto-reconnect to run unattended.

May 2026

  1. Does ETH Actually Lag BTC in 15-Minute Markets?

    Ryan Bajollari6 min read

    BTC and ETH are highly correlated, but a 30-day spot-candle study did not find a clean one-candle BTC-leads-ETH signal. The better test is whether prediction markets reprice slower than spot.

  2. Why You Can't Spot Arbitrage Fast Enough on Prediction Markets (And How Bots Win at Milliseconds)

    Ryan Bajollari22 min read

    Bots extracted $40M from Polymarket arbitrage in 12 months while the average arb window collapsed to 2.7 seconds. Here's the latency stack — and what retail can still win.

  3. We Backtested 500 Weather-Market Strategies. The Best Signal Was Not the Most Complicated One.

    Ryan Bajollari8 min read

    We tested 500 Kalshi New York temperature strategies using National Weather Service data. Most failed, but the winners had a clear pattern: weather worked best as confirmation, not contradiction.

  4. How to Compete With AI Agents Dominating Prediction Market Trading (Build or Defend in 2026)

    Ryan Bajollari21 min read

    AI agents run 30%+ of Polymarket wallets and 14 of the top 20 most profitable accounts. Here's the build-or-defend playbook for retail in 2026.

  5. Paper Trade Kalshi and Polymarket: No-Code Testing and Limits (2026)

    Ryan Bajollari9 min read

    Paper trade supported Kalshi and Polymarket strategies in Turbine Studio. Compare simulated orders, Kalshi demo, fees, location restrictions, and live execution.

  6. Best Kalshi Trading Bots: Features, Costs & Testing (2026)

    Ryan Bajollari28 min read

    We set up a free open-source Kalshi bot and TurbineFi with the same BTC rule. Compare the best Kalshi trading bots by setup, testing, cost, and limits.

  7. Best Polymarket Trading Bots in 2026

    Ryan Bajollari2 min read

    A practical guide to the best Polymarket trading bots in 2026, with a focus on strategy design, testing, execution control, and risk management.

  8. Copy Trading vs Custom Strategy Bots for Prediction Markets

    Ryan Bajollari2 min read

    Compare copy trading vs custom strategy bots for prediction markets, including control, transparency, risk, and backtesting considerations.

  9. Prediction Market Arbitrage Tools Compared

    Ryan Bajollari2 min read

    Explore prediction market arbitrage tools for Kalshi, Polymarket, and cross-venue execution, including backtesting, fees, fills, and risk controls.

  10. Kalshi and Polymarket Historical Data: APIs, Downloads and Backtest Coverage

    Ryan Bajollari6 min read

    Retrieve Kalshi historical data and Polymarket price history. Compare candles, trades, archived books, API downloads, and Turbine backtest order-log exports.

  11. Building Systematic Prediction Market Strategies From Scratch: A Quant Playbook (2026)

    Ryan Bajollari15 min read

    Renaissance Medallion returned 30% in 2024. 84% of Polymarket traders haven't profited. Here's the systematic playbook to bridge that gap — signal to deployment, in 5 steps.

  12. Most Affordable Prediction Market Trading Bots for Small Accounts (Under $1K) in 2026

    Ryan Bajollari13 min read

    69% of Polymarket users trade under $1K. Here's which bots actually make sense for that — free open-source SDKs, $20/mo starter tools, and the breakeven math for each.

  13. Why Prediction-Market Backtests Fail: 3 Hidden Traps

    Ryan Bajollari16 min read

    Learn why prediction-market backtests fail through overfitting, regime changes, and execution assumptions, plus a five-step validation process.

  14. Why You're Losing Money to Bots and Insiders on Kalshi (And How to Fight Back)

    Ryan Bajollari15 min read

    Bots trade 89 times a day vs 2.2 for humans. 0.1% of Polymarket accounts captured 67% of profits. Here's why retail loses on prediction markets, and what to do.

  15. Does Coinbase Spot Lead Kalshi BTC? We Tested 100 Strategies.

    Ryan Bajollari8 min read

    100 Kalshi BTC 15-minute strategies, each using Coinbase BTC-USD as an external signal. In this 30-day backtest, momentum beat reversion and 78 strategies made money.

  16. How to Sign Up for Kalshi

    Ryan Bajollari2 min read

    A 5-minute walkthrough of creating a Kalshi account, verifying your identity, and funding it. Everything you need before deploying your first Turbine bot.

  17. Is There a Tool That Automates Trading Across Both Kalshi and Polymarket? (2026)

    Ryan Bajollari15 min read

    Cross-platform automation across Kalshi and Polymarket: dashboards, alerts, custom bots, and AI-powered execution platforms compared.

  18. What Platform Lets Me Automate Trades Across Multiple Prediction Markets? (2026)

    Ryan Bajollari10 min read

    Cross-market prediction trading platforms compared: TurbineFi, direct APIs, OctoBot, and copy trading for traders running strategies on Kalshi and Polymarket.

  19. Polymarket Backtesting Without Coding: Paper Runs, Data and Limits (2026)

    Ryan Bajollari10 min read

    Test a Polymarket strategy without code in Turbine Studio. Compare Paper Runs, historical replay and live execution, fees, and what real backtest evidence shows.

  20. How to Automate Cross-Platform Arbitrage Between Prediction Markets in 2026

    Ryan Bajollari9 min read

    Cross-platform arbitrage between Kalshi and Polymarket: how to automate hedged trades inside the 2.7-second window manual traders can't catch.

April 2026

  1. How to Trade Kalshi 15-Minute Crypto Contracts and Perpetual Futures

    Ryan Bajollari17 min read

    Kalshi launched crypto perpetual futures April 27. Here's how 15-minute crypto contracts work, why bots dominate them, and how they compare to Binance and CME.

  2. Kalshi 15-Minute Bitcoin Strategies: 4,904 Backtests

    Ryan Bajollari10 min read

    Only 102 of 4,904 Kalshi 15-minute Bitcoin strategies made money in our April 2026 backtest. Compare results, fees, and execution assumptions.

  3. How to Trade Kalshi Economic Event Contracts (CPI, Fed, Jobs Reports) in 2026

    Ryan Bajollari15 min read

    The Federal Reserve published research saying Kalshi's macro forecasts beat traditional methods. Here's how to trade CPI, Fed, and jobs report contracts.

  4. How to Build a Kalshi Trading Bot: No-Code & API Guide (2026)

    Ryan Bajollari9 min read

    Build a Kalshi trading bot with a no-code builder or the Kalshi API. Follow the strategy, backtesting, paper trading, credentials, and deployment steps.

  5. 1,000 Kalshi BTC 15-Minute Strategy Backtests: April 2026 Study

    Ryan Bajollari7 min read

    Our April 20 Kalshi BTC 15-minute study tested 1,000 strategies with an older simplified fill model. Read the historical results, limitations, and later research.

  6. How to Backtest Kalshi & Prediction Market Strategies (2026)

    Ryan Bajollari7 min read

    Backtest a Kalshi strategy with supported historical data. Compare candles and orderbook replay, check fills and fees, then validate with paper trading.

  7. Your Edge Isn't Intuition. It's the Data You Wire In.

    Ryan Bajollari5 min read

    A walk through every data field Turbine Studio can condition a strategy on. Live price feeds, weather observations, and derived indicators across two providers.

  8. Five Strategy Archetypes. Pick One. Know Why It Breaks.

    Ryan Bajollari7 min read

    The five families every prediction-market strategy falls into. What each assumes, when each wins, when each breaks, and how to tell which one your idea is.

  9. Sports Prediction Markets: A Trader's Guide to Kalshi and Polymarket Sports Contracts

    Ryan Bajollari14 min read

    Sports contracts drive 89% of Kalshi's revenue. Learn what's available, how they differ from sportsbooks, and what real trader returns look like in 2026.

  10. Prediction Market Arbitrage: Strategies & Risks

    Ryan Bajollari16 min read

    Learn how prediction market arbitrage works across Kalshi and Polymarket, including strategy types, fees, fill risk, latency, and settlement differences.

  11. Vibe Code Your Trading Ideas on Kalshi

    Ryan Bajollari3 min read

    What it actually looks like to build a prediction market trading bot with natural language — no coding experience required.

March 2026

  1. A Claude-Powered Bot Turned $1 into $3.3M on Polymarket. Here's What That Means.

    Ryan Bajollari6 min read

    An AI agent reportedly turned $1 into $3.3M on Polymarket. Over 30% of wallets now use bots. Here's what's happening and how to build your own.

  2. Why AI Agents Are the Best Prediction Market Traders

    Ryan Bajollari6 min read

    Prediction markets reward fast information processing, emotional discipline, and 24/7 availability. Here's why AI agents have a structural edge.

  3. Building a Prediction Market Bot the Hard Way vs. the Easy Way

    Ryan Bajollari10 min read

    Build a prediction market bot from scratch with Python or use Turbine Studio's no-code approach. An honest step-by-step comparison of both paths.

  4. 5 Kalshi Trading Strategies: Rules, Backtesting and Execution Limits

    Ryan Bajollari8 min read

    Explore five supported Kalshi strategy configurations, with explicit rules, required data, failure cases, and testing limits. Treat each as a hypothesis, not a promised edge.

  5. How to Make Money on Prediction Markets: What Actually Works in 2026

    Ryan Bajollari13 min read

    A realistic guide to making money on prediction markets — edge types, strategy frameworks, risk management, and why automated trading dominates.

  6. Prediction Market Regulation in 2026: What Traders Need to Know

    Ryan Bajollari5 min read

    From the CFTC v. Kalshi ruling to new platforms launching, prediction markets are going mainstream. What the regulatory landscape means for traders.

  7. From Prediction Market to Vibe Coding Platform

    Ryan Bajollari3 min read

    How TurbineFi went from a hedging product to an AI-powered trading bot studio — and what we learned along the way.

  8. Getting Started with Turbine Studio

    Ryan Bajollari5 min read

    A walk through the first five minutes of Turbine Studio. What Starter includes, and how to go from signup to a running bot.

  9. How to Build a Polymarket Trading Bot in 2026

    Ryan Bajollari13 min read

    A complete guide to Polymarket prediction bot development in 2026: Python tutorial, API setup, strategy logic, risk controls, and the no-code Turbine route.

February 2026

  1. Polymarket vs Kalshi: Which Prediction Market Platform Should You Use in 2026?

    Ryan Bajollari9 min read

    Polymarket vs Kalshi compared: fees, markets, regulation, API access, liquidity, and which platform is better for traders and bots in 2026.

  2. What Are Prediction Markets? A Complete Beginner's Guide (2026)

    Ryan Bajollari11 min read

    Prediction markets let you trade on real-world events like elections, weather, and economic data. Learn how they work and how to start trading.

Browse by Topic