Tools Guide

Every Tool, Plain English

"I've been doing this for 20 years — fantasy, DFS, sports betting, bond trading. The most dangerous person in the room isn't the guy with the spreadsheet. It's the guy who understands why the numbers matter. These tools aren't here to show off. They're here to give you an edge. Let me show you how to use them."

— BENNY RICCIARDI · @BENNYR11 · FSWA AWARD WINNER · FORMER BOND DESK TRADER
START HERE — THE FOUNDATION

MUST-KNOW FIRST

Probability Converter

Kalshi prices in plain English · Free

What is this?

On Kalshi, every market trades in cents. A market priced at 37¢ means the crowd thinks there's a 37% chance the event happens. That's it. This tool converts back and forth so you don't have to do the math.

Think of it like reading a weather forecast. "30% chance of rain" = 30¢ on the rain market. If you think rain is actually 60% likely, that 30¢ market is underpriced — that's your edge.

Real-World Example

→ The Market Says

Kalshi has "Fed cuts rates in June" trading at 42¢. You plug that into the Probability Converter. It tells you the market implies a 42% probability.

You watch the Fed press conference and hear Powell hint strongly at cuts. You think it's actually 65%. The gap between 42% and 65% is your edge window.

Action: Buy YES at 42¢. You think it's worth 65¢. That's 23 cents of potential profit per contract.

Bottom line: Learn this one first. Every other tool builds on it.

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FOUNDATIONAL

EV Calculator

Expected Value — Is this bet actually good?

What is this?

EV = Expected Value. It answers one question: "If I made this exact bet 100 times, would I make money or lose it?"

A positive EV bet makes money over time even if you lose today. A negative EV bet loses money over time even if you win today. Every casino game has negative EV for you. The goal is to only take positive EV positions — this tool tells you which side of that line you're on.

Real-World Example

→ The Scenario

Polymarket says there's a 55% chance Spain wins Group H. You buy YES at 55¢. But your research says Spain's real probability of winning their group is 72% (easier draw than people think).

EV = (0.72 × 45¢ profit) – (0.28 × 55¢ loss) = 32.4¢ – 15.4¢ = +17¢ EV per dollar

Action: +EV means bet it. +17¢ on a dollar is a strong edge. Size it proportionally.

Bottom line: If the EV number is negative, walk away. Doesn't matter how good it feels.

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HOW MUCH TO BET

BANKROLL MANAGEMENT

Kelly Criterion Calculator

The math behind "how much should I put on this?"

What is this?

Kelly is the formula that tells you the exact percentage of your bankroll to bet on a given market to grow your money as fast as possible without going broke. It was developed by a Bell Labs scientist and used by Warren Buffett.

Too little = you're leaving money on the table. Too much = one bad streak wipes you out. Kelly finds the sweet spot. Most sharp bettors use Half Kelly (half the suggested amount) for safety — this tool shows you both.

Real-World Example

→ Your Setup

You have $500 bankroll. You find a Kalshi market priced at 40¢ (40% implied) but you believe the true probability is 60%. Kelly says bet roughly 33% of bankroll = $165. Half Kelly = $82.50.

Most people would either bet $20 (too scared) or $300 (too reckless). Kelly gives you a mathematically optimal number with no emotion involved.

Action: Plug in your edge and bankroll. Use Half Kelly if you're new. Never exceed Full Kelly.

Bottom line: This is how professionals size positions. It prevents you from either under-betting or going bust.

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TIMING EDGE

TIMING EDGE

Theta Edge Calculator

Is time working for you or against you?

What is this?

"Theta" is the trader's word for time decay. In prediction markets, a bet that's trading at 95¢ (very likely to happen) gets more valuable every day that passes without a disaster. A bet at 5¢ (unlikely) loses value as the deadline approaches with nothing happening.

This tool shows you whether time is your friend or your enemy based on where the market is priced and when it resolves.

Real-World Example

→ The Trade

You buy "Fed doesn't cut rates in March" at 78¢ in early February. There are 6 weeks until resolution. Every day that passes without dovish Fed news pushes this closer to 100¢. Time is working for you.

Theta Edge tells you: your position earns roughly 3.6¢ per week just by sitting there if you're right about the fundamentals.

Action: High-confidence positions near 70–90¢ with far-out deadlines are Theta plays. Buy and hold.

Bottom line: Being right AND having time on your side = the best setup in prediction markets.

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FINDING THE EDGE

FREE · FAN FAVORITE

Combo Builder

Chain multiple Kalshi markets together like a parlay

What is this?

Think of Kalshi Combos like parlays in sports betting — you link multiple YES/NO predictions together and the payout multiplies. But unlike sportsbook parlays, there's no built-in house juice destroying the odds.

The Combo Builder calculates the exact probability and payout of any multi-leg Kalshi position instantly, so you know if you're getting a fair deal or leaving money on the table.

Real-World Example

→ Your 3-Leg Combo

You want to combine: (1) "Brazil makes the World Cup Final" at 35¢, (2) "Mbappé scores in the tournament" at 72¢, and (3) "Over 2.5 goals in the WC Final" at 58¢.

Combo Builder multiplies it out: 0.35 × 0.72 × 0.58 = 14.6% true probability. A fair price would be 14.6¢. If Kalshi is offering it at 10¢ — that's a mispriced combo in your favor.

Action: Build 3-leg combos. Compare the offered price to the calculated fair value. Only play if the offered price is lower.

Bottom line: If Kalshi's combo price is LOWER than your calculated fair value, you have an edge. This tool shows you which combos are mispriced.

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PRO EDGE

Arb Scanner

Same event, different prices on different platforms — guaranteed profit

What is this?

"Arbitrage" = buying low on one platform and selling high on another. Risk-free profit when you can find the same event priced differently on Kalshi vs. Polymarket vs. DraftKings.

Example: Polymarket says Trump wins at 52¢. Kalshi says he loses at 44¢ (meaning they imply 56¢ for a win). You buy YES on Polymarket and NO on Kalshi. One of them has to pay out. You profit either way. This tool finds those gaps automatically.

Real-World Example

→ The Gap Appears

Breaking news drops at 2pm. Polymarket updates fast — a market moves from 40¢ to 65¢. Kalshi hasn't updated yet — still at 43¢. The same event. A 22-point spread.

You buy YES on Kalshi at 43¢ immediately. The market catches up and you can sell at 63¢+, pocketing 20¢ per contract. The Arb Scanner surfaces these gaps before they close.

Action: Run this daily. True arb windows are rare but they exist — especially right after news breaks.

Bottom line: When the same event is priced differently across platforms, someone is wrong. You can profit from that.

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MARKET INTELLIGENCE

Mispricing Scanner

Find markets where the crowd got it wrong

What is this?

The crowd is often right. But not always. This scanner identifies prediction market contracts where the price seems significantly out of line with real-world data — news, historical base rates, or statistical models.

Think of it as a lie detector for market prices. When a market is way overpriced or underpriced relative to reality, this flags it. You still have to decide — but this gives you the shortlist of where to look.

Real-World Example

→ The Flag

Historical data shows government shutdowns resolve within 14 days 84% of the time. A market asks "Shutdown lasts more than 21 days" — priced at 55¢ (the crowd thinks 55% likely). That's a mispricing signal.

The scanner flags the gap: historical base rate says this should be worth about 16¢, not 55¢. You buy NO at 45¢ (inverse of YES at 55¢) and wait.

Action: Use this as your daily deal-finder. Look for anything flagged more than 15 points from the estimated fair value.

Bottom line: The crowd panics, overreacts, and misprices markets every day. This helps you catch it.

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LEVEL UP YOUR THINKING

ADVANCED (WORTH LEARNING)

Bayes Updater

How to change your mind correctly when new info arrives

What is this?

Bayesian updating = updating your beliefs as new evidence comes in, mathematically. Most people either ignore new info (too stubborn) or overreact to it (panic). Bayes tells you exactly how much to shift your position.

You start with a prior belief (what you thought before). New evidence arrives. You update to a posterior belief (what you should think now). This tool runs that math so you don't over- or under-react to breaking news.

Real-World Example

→ News Breaks

You believed "Fed cuts in March" was 40% likely. Then a surprise inflation print comes in hot (bad for cuts). Historically, hot CPI cuts the probability of a near-term rate cut by about 35%.

Bayes Updater outputs: your new probability should be roughly 26%, not 40. The market is still at 38¢. That's now a NO bet, and you have the math to back it up.

Action: When news breaks, don't just react — calculate. Enter your prior, the new info, and get your updated probability instantly.

Bottom line: This is how CIA analysts think. Separate from emotion. Update systematically. Win more.

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RESEARCH TOOL

Base Rate Finder

What does history actually say about this type of event?

What is this?

A "base rate" is just historical frequency. Before you bet on something, the first question should be: "How often has this type of thing happened in the past?" That's your anchor before you go hunting for edge.

This tool pulls historical data on recurring event types — Fed decisions, shutdowns, elections, CPI prints — so you can ground your prediction in reality before the market price sways you.

Real-World Example

→ Before You Bet

A market asks: "Will there be a federal government shutdown in Q2 2026?" It's priced at 28¢. Your gut says that's about right. But what does history say?

Base Rate Finder shows: government shutdowns occur in Q2 roughly 12% of historically measured periods. The market at 28¢ is overpriced by 16 points. That's a NO bet — data-backed.

Action: Run Base Rate first. If your gut and the market are both far from history, that's your highest-confidence position.

Bottom line: History repeats more than people think. Know your base rates before trusting your instincts.

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QUANT · PRO LEVEL

KL Divergence Tool

Measure how "wrong" the market price is vs. your model

What is this?

KL Divergence ("Kullback-Leibler") sounds scary but it's actually simple: how different is the market's probability distribution from yours? A big number = the market is very far from your model. A small number = you're mostly in agreement.

This is what quants and hedge funds use to rank trading opportunities. High KL Divergence = bigger potential edge. Low = skip it. You don't need to understand the math — just understand that bigger number = more opportunity.

Real-World Example

→ Your Model vs. Market

You've done your research on the 2026 election. Your model says Party A wins 62%. The market says 48%. That's a big gap — but how big is "big enough" to bet?

KL Divergence scores this gap at 0.034 — in quant terms, that's a significant divergence. Comparable gaps in historical data have been profitable ~73% of the time when they're this large.

Action: Don't worry about the formula. Look for KL scores above 0.02. Those are your best bet candidates.

Bottom line: This is the same tool Wall Street uses to rank trade ideas. Bigger divergence = more edge.

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MACRO MARKET TRACKERS

MACRO · FED

Fed Rate Tracker

What does the market think the Fed will do next?

What is this?

The Federal Reserve controls interest rates, which affects the stock market, mortgages, crypto — basically everything. This tracker shows you the live prediction market odds for what the Fed will do at each upcoming meeting.

If you have a mortgage, a 401k, or any investments, understanding where rates are headed is basic financial literacy. This tool puts those odds in one place in plain English — no economics degree needed.

Real-World Example

→ How to Read It

The tracker shows: 67% chance of no cut in May, 33% chance of a 25bps cut. This is what the "smart money" — billions in real bets — says will happen.

If you think the odds are wrong (maybe you saw a surprising jobs report), you can bet directly on Kalshi. If the market says 33% cut and you think it's 55%, that's a bet.

Action: Check this before any Fed meeting. Compare to what pundits are saying on TV. The market usually knows more than the anchors.

Bottom line: Prediction markets price Fed decisions better than most Wall Street forecasters. Use this as your reality check.

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MACRO · CPI

Inflation Tracker

What's the market pricing for next month's CPI print?

What is this?

CPI (Consumer Price Index) is the monthly report that tells you how fast prices are rising. When it comes in hotter than expected, markets drop. When it's cooler, markets rally. This tracker shows you what prediction markets expect CPI to print before it's released.

If you have a view that inflation is going to surprise — in either direction — this is where you turn that view into a trade on Kalshi.

Real-World Example

→ Pre-CPI Setup

Markets say 54% chance CPI comes in above 3.3%. You're shopping for groceries and things seem noticeably more expensive than last month. Your real-world observation is data too.

You back your hunch and buy "CPI above 3.3%" at 54¢. CPI prints at 3.5%. Your position jumps to 95¢. You just turned grocery shopping into market research.

Action: Your lived experience of prices matters. Check this tracker before the CPI release date to find your angle.

Bottom line: Real people notice inflation before economists do. Trust your eyes — then check if the market agrees.

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MACRO · ECONOMY

Recession Tracker

What does the market think about the economy's health?

What is this?

A recession is two consecutive quarters of economic shrinkage. This tracker aggregates prediction market odds from Kalshi and Polymarket for whether a recession will be called in the next 6–12 months.

Think of it as a live economic thermometer. When this number gets above 40%, the collective wisdom of millions of dollars in real bets is saying: something's wrong. Below 20% means markets are optimistic.

Real-World Example

→ The Signal

Recession odds move from 18% to 38% in two weeks after tariff news. That's not panic — that's the market pricing in real economic risk using real money.

If you think 38% is too high (overreaction), you bet NO. If you think it should be 60%, you bet YES. Either way, you're using the tracker to find the opportunity.

Action: Bookmark this. Check it weekly. Big swings in recession odds = trading opportunities in adjacent markets (S&P, rates, etc.)

Bottom line: The crowd's best guess about a recession is more accurate than most economists. This shows you that number in real time.

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MACRO · STOCKS

S&P 500 Year-End Forecast

Where does the market think stocks end up?

What is this?

Kalshi runs markets on where the S&P 500 will be at year-end. This tracker visualizes the full distribution — not just "up or down" but which price buckets are most heavily priced. It's basically a live consensus forecast from real money.

If Wall Street research says 7,500 and the prediction market distribution says 6,800, someone's wrong. This tool helps you spot that gap.

Real-World Example

→ Reading the Distribution

After a market correction, the S&P 500 is at 5,800. The Kalshi market shows the highest-probability bucket is 6,400–6,600 for year-end (roughly +12%). Analysts on TV are screaming crash.

The market disagrees with the doomsayers. You buy the 6,400–6,600 bucket at 12¢ because the market consensus says it should be worth closer to 22¢. Smart money vs. loud money.

Action: When analyst panic diverges from the prediction market distribution, that's your trade. Trust the money, not the noise.

Bottom line: Real money says more than television analysts. This shows you where real money is going.

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SPECIALTY & SITUATIONAL TOOLS

POLITICS

2028 Election Tracker

Live prediction market odds for 2028 — updated daily

What is this?

2028 is far away, but early money is already moving. This tracker aggregates Kalshi and Polymarket odds for 2028 presidential contenders. Early markets have the widest mispricings — because the crowd knows less.

If you get in early on the right candidate at 8¢ who eventually wins at 100¢, that's a 12.5x return. The risk is real — but so is the opportunity. This is the time to research, not after the primary.

Real-World Example

→ The Long Bet

A governor has a strong economic record and is popular in swing states. The tracker shows them at to win the Dem primary — essentially 9% odds. Most people haven't heard of them yet.

Six months later after good press and endorsements, they're at 28¢. You bought at 9¢ and can sell at 28¢ now — a 3x return — without waiting for the election to resolve.

Action: Think of early political markets like buying stock before a company gets popular. Research now, profit later.

Bottom line: Early political markets are inefficient. Early research + patience = outsized returns.

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POLITICS · MACRO

Government Shutdown Tracker

Will Washington shut down? Here's what the money says.

What is this?

Every time Congress approaches a budget deadline, media goes into shutdown panic mode. This tracker cuts through the noise with live Kalshi odds on whether a shutdown happens and how long it lasts.

Historically, most shutdown threats are exactly that — threats. The base rate of actual long shutdowns is much lower than the media suggests. This tool helps you bet against the panic, when justified.

Real-World Example

→ Media Panic Mode

Cable news is screaming "shutdown in 48 hours!" The market has "shutdown happens" at 62¢. But the tracker shows: historically, when the market is at this level 48 hours out, the shutdown doesn't happen 61% of the time.

You buy NO at 38¢. Congress passes a last-minute CR. You collect. Media moves on to the next panic. Rinse and repeat.

Action: Media amplifies shutdown fear. Check historical base rates here before believing the hype.

Bottom line: "Shutdown fears" are usually overpriced. This tool helps you fade the panic systematically.

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FREE · NICHE EDGE

Weather Markets

Yes, you can bet on the weather — and win.

What is this?

Kalshi runs markets on weather events — temperature thresholds, snowfall totals, storm frequency. Most people ignore these. That's exactly why they're worth looking at. Thin markets with less sophisticated competition = more mispricings.

If you live in a city and pay attention to weather patterns, you potentially have a local edge over the aggregate market. A NYC resident who watches the NOAA forecast closely might beat the market on NYC snow totals consistently.

Real-World Example

→ Local Knowledge Edge

Kalshi has "NYC gets more than 3 inches of snow in February" at 38¢. You check NOAA's extended 10-day forecast — there's a Nor'easter system forming that the market may not have fully priced.

You buy YES at 38¢. The storm delivers 7 inches. Market settles at 100¢. That's a 2.6x return on a weather call — because nobody else was paying attention to the forecast.

Action: Watch NOAA 7-day forecasts and compare to Kalshi weather market prices. Your local knowledge is your edge.

Bottom line: Thin, ignored markets = more inefficiency = more edge for the prepared bettor.

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FREE · START HERE

State Availability Map

Can you even trade on these platforms from where you live?

What is this?

Not all prediction market platforms are legal in all states. This interactive map shows you — by state — which platforms (Kalshi, Polymarket, DraftKings Predict, FanDuel Predicts) you can legally access and trade.

Check this first before signing up for anything. It changes as laws update and will save you from wasting time registering somewhere you can't use.

Real-World Example

→ Before You Sign Up

You're in Ohio. You want to trade on Kalshi AND DraftKings Predict. Click your state on the map — it shows you: Kalshi ✅, DraftKings Predict ✅, Polymarket ⚠️ (crypto/wallet required).

That's 30 seconds of research that saves you from a failed signup or getting your account restricted later.

Action: Check your state first. Then sign up only for the platforms that work for you.

Bottom line: Takes 10 seconds. Do this before anything else. Legal clarity = no headaches later.

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AI-POWERED · UNIQUE

The Oracle

Ask any market question. Get a data-backed probability.

What is this?

The Oracle is our AI-powered market intelligence tool. You type a question — "What's the probability of a US-China trade deal before November?" — and it gives you a probability estimate with reasoning, drawing from live market data, historical base rates, and current news signals.

It's not magic. It's structured thinking at machine speed. When there's no Kalshi market on something yet, this is your starting point for building your own probability estimate.

Real-World Example

→ The Question

You type: "What's the chance that Apple announces a major AI product in Q3 2026?" The Oracle analyzes: launch cadence history, analyst expectations, recent leaks, comparable tech company patterns.

Output: 58% probability, reasoning included. You compare this to whatever Kalshi or Polymarket is offering for Apple AI markets. If the market says 38%, you have an edge thesis.

Action: Use The Oracle when there's no obvious base rate. Let it structure your thinking before you build a position.

Bottom line: When you don't know where to start, start here. The Oracle gives you a structured starting probability to work from.

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Quick Reference

Which Tool for Which Situation

Not sure where to start? Use this cheat sheet.

SituationTool
"I see a Kalshi market at 43¢ — is that good or bad?"Probability Converter
"Should I actually place this bet?"EV Calculator
"How much of my money should I put on this?"Kelly Criterion
"I want to combine 3 Kalshi markets together"Combo Builder
"Can I even trade on Kalshi in my state?"State Map
"I think the Fed is going to surprise markets"Fed Rate Tracker
"Breaking news just hit — how do I update my position?"Bayes Updater
"I think there's a market panic — I want to fade it"Base Rate Finder
"Same event, different prices on two platforms"Arb Scanner
"Time is on my side on this position — how much?"Theta Edge
"Find me the most mispriced market right now"Mispricing Scanner
"Quantify exactly how wrong the market is vs. my model"KL Divergence
"I have no idea what probability to assign this"The Oracle

Ready to Put the Tools to Work?

You now know more about prediction market trading than 95% of the people on these platforms. The edge comes from consistent application. Start with the Probability Converter, graduate to the EV Calculator, and work your way up.