Kalshi wants Americans to trust its election markets after a ‘95%’ call collapsed

Kalshi is adding accuracy, liquidity and trade data disclosures as it heads into a high-stakes midterm cycle after a major Wisconsin miss
Kalshi’s Midterms Hub lists more than $836 million in trading volume as of Oct. 6, 2026 (Cheng Xin/Getty Images)
Kalshi’s Midterms Hub lists more than $836 million in trading volume as of Oct. 6, 2026 (Cheng Xin/Getty Images)

NEW YORK CITY, NEW YORK: Kalshi is trying to make its election odds easier to judge just weeks after one of its most visible political-market misses exposed the danger of treating a probability as near-certainty.

The prediction-market company announced new transparency measures Tuesday, October 6, for every US midterm election market, adding forecast-accuracy information, warnings for markets with relatively few traders and real-time displays of individual trades.

The changes arrive as prediction markets enter their first US midterm cycle after becoming a mainstream part of election coverage.

The timing is notable.



In Wisconsin’s Democratic gubernatorial primary in August, Kalshi’s market put Francesca Hong at about a 95% chance of winning shortly before voting.

David Crowley won the nomination by a razor-thin margin.

Kalshi’s own market showed Hong at 95.9% and Crowley at 4.2% before the vote.

Wisconsin miss puts odds under scrutiny

Kalshi says every US midterm election market will carry three new transparency features.

One will measure forecast accuracy against historical outcomes, showing how closely market probabilities have tracked results.

Another will flag markets with relatively few traders, where thinner participation can make prices less informative. 

People vote in the General Election at the Brooklyn Public Library on November 04, 2025, in the Flatbush neighborhood of the Brooklyn borough in New York City (Photo by Michael M. Santiago/Getty Images)
The market price reflected a high probability, not certainty, but the upset showed how easily a numerical forecast can be mistaken for a near-guaranteed outcome (Michael M. Santiago/Getty Images)

The third will display trades in real time.

The Wisconsin result did not mean a 95% market price represented a guarantee.

Kalshi co-founder Luana Lopes Lara pointed out afterward that “5% is not 0%,” emphasizing that an outcome assigned a low probability can still happen.

But the episode highlights the communication problem facing a platform whose numbers are increasingly consumed outside the trading screen.

A 95% figure can look definitive to a casual reader even though it represents a probability, not a promise.

Kalshi says its new accuracy measure will provide historical context for how its forecasts have performed.

The company has separately published research arguing that forecasting improves with time, market depth and participation.

Midterms turn market prices political

Kalshi’s election business has grown rapidly enough that its numbers are now being watched as political signals.

Its Midterms Hub showed more than $800 million in trading volume this week, including contracts on control of the House and Senate.

NEW YORK, NY - FEBRUARY 25: Traders work through the closing minutes of trading Tuesday on the New Y
Kalshi’s election contracts are attracting hundreds of millions of dollars as traders price races for the House, Senate and state contests (Getty Images)

The timing matters because prediction markets are entering their first US midterm cycle after becoming a larger part of political coverage.

The platform's political markets are also being used as live indicators of congressional and statewide races.

That makes candidate probabilities increasingly visible to voters, campaigns and journalists, even though they reflect traders' positions rather than a poll of the electorate itself.

That scale gives the platform greater visibility, but it also raises the stakes when thinly traded or fast-moving markets are interpreted as authoritative forecasts.

Kalshi’s new low-participation warning is designed to give users another signal as to how much weight to place on a displayed price.

CEO Tarek Mansour called 2026 “the first election after prediction markets have gone mainstream” and said the company wants to put its markets “in context.”

Kalshi expands beyond election markets

The company is simultaneously moving deeper into financial products.

Tuesday’s launch of perpetual futures tied to a market-cap-weighted index tracking 500 large US companies allows traders to take leveraged long or short positions without an expiration date. 

Judge gavel with Justice lawyers, Businesswoman in suit or lawyer, Advice and Legal services Concept
Kalshi is broadening its business beyond politics with perpetual futures linked to an index tracking 500 major U.S. companies (Getty Images)

That expansion comes alongside a regulatory fight. 

On Sept. 25, the Sixth Circuit ruled Ohio and Tennessee could enforce gambling laws against Kalshi’s sports-event contracts, rejecting its argument that federal commodities law preempted state regulation.

The ruling added to a growing split among federal courts over how prediction markets should be regulated. 

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