Original research on markets and their participants.

Prediction markets12 min read

Nobel Peace Prize 2026: countdown, predictions and the evidence

Follow the official announcement, explore our forecast frozen before the result, and see how it will be scored. The historical study explains the 2025 winner’s 65.8-point pre-announcement market move.

Prediction markets5 min read

Elon Musk Tweet Count on Polymarket: 101 Rounds Checked, the Favourite Wins 1 in 3

We checked 101 rounds of Polymarket's bet on how many times Elon Musk posts on X in a week. Two days before a round closes, the crowd's favourite range wins 31% of the time, close to its 34% price. When the crowd is wrong, Musk has usually posted more than it expected, not fewer.

Prediction markets6 min read

Is Polymarket Just Sports Betting? 84.5% of Its Money on an NFL Sunday

On Sunday 27 September 2026 sports and esports took 84.5% of the dollars traded on Polymarket and 83.8% of the contracts. Over sixteen months the dollar share ran from 31% to a low of 22% and up to 46%, and NFL Sundays sat about twenty points above weekdays.

Prediction markets8 min read

Polymarket Sports and Esports: Esports Took 21.4% of the Money on the Thinnest Books

Of $727.0 million of Polymarket trading Vultax observed from 21 August to 12 September 2026, esports took 21.4%, peaking mid-morning UTC. Before start on 12–13 September, a typical League of Legends book held $413 within 2 cents; an NFL game $523,000 on Polymarket and $1.74 million on Kalshi.

Prediction markets6 min read

Polymarket 'By Date' Favourites at 84¢ a Month Out Came True 64% of the Time

Every settled Polymarket market worded 'by' or 'before' a date, January 2025 to April 2026, scored against its price 90, 30 and 7 days before the deadline and clustered by event. Markets above 65¢ a month out came true 64.3% of the time; a week out, 90.5%.

Prediction markets9 min read

How Polymarket Settles: 110,576 Markets, a Median of 2.2 Hours, and 89 Disputes

Vultax measured every Polymarket market that ended between 15 August and 10 September 2026. Most settled within hours of their scheduled end, 37% closed early because the result was already known, and 89 were disputed, rare overall but most common on geopolitics and big markets.

Developer guides8 min read

Polymarket API in Python: 3 Requests, No API Key Needed

A standard-library Python script reads one Polymarket market, the order book for one outcome and the fee that market charges, in three public requests with no key. Read this way, 309 of the 1,000 most-traded open markets charged takers nothing on 20 September 2026.

Prediction markets5 min read

Polymarket and Kalshi Order Book Depth: 10,000 Contracts Fit 64% and 57% of Books

Vultax walked the displayed asks in 10,282 order-book snapshots at three order sizes. 100 contracts fit almost every book. 10,000 fit 64% of Polymarket books at a median 0.25¢ above the best ask, and 57% of Kalshi books at 15.38¢ above it.

Prediction-Market Intelligence3 min read

We Tested Polymarket Prices Against 6,776 Resolved Markets. Here's Where They Bend.

Original Vultax research: in an experimental test, a calibrated fair-value model beat raw Polymarket prices by ~9.6% on held-out Brier score. Where the favorite-longshot effect lives, what the model can honestly flag, and why it still isn't a trading edge.

Prediction markets10 min read

Prediction Market Lawsuit Tracker: 49 Cases, Checked Against the Court Record

Every court case Vultax follows over sports and event contracts, from Supreme Court petitions to class actions and two insider-trading prosecutions: 49 in all, each checked against the court's own documents or docket on 27 September 2026, with the next deadlines first.

Prediction markets11 min read

Is Polymarket Legal in the US? Where Prediction Markets Stand in 2026

Polymarket US runs on a CFTC-registered exchange and names no restricted state; polymarket.com is closed to all Americans. Two of three federal appeals courts have sided with the states, and three Supreme Court petitions are pending. State by state, with California and Texas, to 27 September 2026.

Prediction markets7 min read

How Polymarket Makes Money: $46.6 Million in Taker Fees in Four Months

Polymarket charged no trading fees in 2025. From 1 January to 28 April 2026 takers on its international exchange paid an estimated $46.6 million, $28.4 million of it in April, two thirds on crypto markets. Fees by month and category, the schedule behind them and its other revenue.

Prediction markets10 min read

Liquidity Rewards: Polymarket Offers $150,000 a Day; Kalshi Paid $2.95M in 30 Days

Vultax read every listed liquidity reward on Polymarket and Kalshi late on 13 September 2026. Polymarket offered $149,859 a day across 17,866 markets, with finance and weather taking 27% of it on 6% of trading; Kalshi's programs paid out $2.95 million in 30 days, in pools with a median of $20.

Prediction markets10 min read

Kalshi–Polymarket Arbitrage: 32,638 Price Checks, and Where a Gap Survived Fees

Vultax matched NFL, college football, Premier League, midterm and Fed contracts on Kalshi and Polymarket and walked both order books every five minutes for 28 hours. Midterm gaps cleared both venues' fees in 10% of readings and a Fed longshot in every one; pre-game sports gaps almost never did.

Prediction markets10 min read

Polymarket vs Kalshi Midterm Odds: 65 Matched Contracts and What a $50,000 Bet Moves

Vultax matched 65 midterm contracts across Polymarket and Kalshi. The venues usually sit 1 to 3 points apart, Polymarket prices Democrats higher in 15 of the 18 most-traded outcomes, and $50,000 on a Democratic Senate cost 1.0¢ above the price on Kalshi and 2.4¢ on Polymarket.

Prediction markets8 min read

Where the Money Waits: Polymarket's Open Interest Is 55% Politics, Kalshi's 44% Sports

Vultax compared Kalshi and Polymarket on structure, fees, holdings and prices. On 13 September 2026, 55.3% of Polymarket's $341.3 million open interest sat on politics and 43.6% of Kalshi's 1.04 billion open contracts on sports; the ten largest events hold 44% and 49% of it.

Prediction markets5 min read

Polymarket Had the September Fed Hike at 87.5%: Every 2026 FOMC Decision, Scored

Polymarket priced the 16 September 25 bp hike at 87.5% a day and an hour before the statement, a five-outcome Brier score of 0.029. The same record now follows the 27–28 October meeting, with prices locked 14 days, 7 days, 24 hours and 1 hour out.

Prediction markets9 min read

Polymarket's Up-or-Down Crypto Markets: 60% of Its Trades, Priced About Right, 1.6% Fee

Vultax counted 15.0 million Polymarket trades over 251 hours: 59.6% were up-or-down crypto bets, 379 wallets made most of them, and takers paid about 1.6% of notional on five-minute trades. In 2,497 markets checked against outcomes, Up won 50.2% and favourites won as often as priced.

Prediction markets8 min read

Where unusual Polymarket wins concentrate

The same published accounts beat entry-price expectations on one auditor’s clients, with no excess elsewhere. A broader wallet screen raises a different question.

Prediction markets15 min read

Polymarket Insider Trading: The Charged Cases, and What a Screen Catches

The long-shot screen tested on historical Polymarket fills, with a correction to the tight screen: 1,316 bets and a matched gap of −5.40 cents per share. Earlier sensitivity tables are retained as historical results.

Prediction markets11 min read

Polymarket Copy Trading: Following 30 Seconds Late Cost 1.43¢ a Share, Before Fees

What copying a Polymarket trader costs, measured and worked. Behind buys by the 1,000 most profitable wallets, a follower 30 seconds late paid 1.43¢ a share more in event markets; fees and fill put a copier of a $50 crypto trade down about 6% before the market moves. Four tools compared.

Prediction markets10 min read

Best Polymarket Traders: 36 Wallets Took 44% of Gains; Winners Repeat 41–51% of the Time

Who makes money on Polymarket, whether winners keep winning, and how five leaderboards count. The top 1% of winning wallets took 43.9% of realised gains; across all wallets, a winning month was followed by another 41–51% of the time, and 124 of 137 among the most active.

Prediction markets14 min read

Best Polymarket Tools and Whale Trackers in 2026: 22 Compared, 4 Publish Their Latency

22 Polymarket tools compared on latency, P&L method, history, liquidity context and price, including eight whale trackers. Vendor checks: 5 September 2026; Polywhaler corrected 26 September. Four publish latency figures; every category has a free tier.

Prediction markets8 min read

1.6% of Polymarket Wallets Never Sleep. They Made 58% of All Trades.

Hourly activity for 130,346 Polymarket wallets over 12 days in August and September 2026: 2,080 wallets were active in every hour of the clock and filled 58.4% of 9.82 million trades. The ten busiest wallets alone filled one trade in five. Half of all wallets traded on a single day.

Market infrastructure7 min read

Crypto Exchange Feed Latency and Coverage: 16 Venues Measured

Order-book feed latency on 16 crypto exchanges: medians from 35.0 ms (Coinbase) to 111.5 ms (BTSE), a 95th percentile of 288–590 ms on every venue, and data in every minute of the day. Plus the coverage check that catches a feed that stays connected and stores almost nothing.

Market structure11 min read

Why Bitcoin's Price Differs Between Exchanges: 18 Venues Checked Every Minute

Vultax read Bitcoin's order books on 18 exchanges every minute for 28 hours. Half stayed within a basis point, the highest and lowest ordinary venues sat a median 5.8 bps apart, and Upbit ran 1.31% above. In four weeks of readings no gap survived fees; here is what a gap has to clear.

Market integrity7 min read

Order-Book Spoofing: What It Looks Like in Live Data

Spoofing is defined by intent, which no market-data feed can observe. Here are the order-book patterns that stand in for it, and where they fail.

Market structure9 min read

115,006 Large-Trade Alerts: Where and When Crypto Whales Trade, by Venue and Hour

Every large-trade alert Vultax logged on six exchanges from 18 June to 3 September 2026: HTX carried 56% of large-trade notional, flow stayed close to balanced, 13:00–16:00 UTC held 23.6% of alerts, and weekends ran 23–30% quieter.

Market integrity12 min read

Crypto Wash Trading and Real Liquidity: Fake-Volume Estimates Run From 51% to 95%

Published estimates put fake or non-economic bitcoin volume at 51% to 95%, and above 70% on unregulated venues. Why the studies disagree, why depth and slippage judge a venue better than volume (Binance: 64.3% of volume, 30.7% of depth, per Kaiko), and what to check yourself.

Continue your research in Vultax.

Explore crypto and prediction markets, trader analytics and event monitors. Public research views are free to browse.

New studies, by email.

Measured, sourced, and sent once per study. No digests, no promotions.

One email when a study publishes. Unsubscribe anytime. Privacy

From study to market record

Sixteen market records connect Polymarket odds and resolution rules with Vultax's historical comparison of simulated buy costs on Polymarket and Kalshi. The research observations are dated 12–13 September 2026 and exclude fees; they are separate from current market readings.

Research data, citation and reuse · How Vultax measures markets