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Start-ups are betting on AI to predict the future

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The Straits Times. (2026, October 12). Start-ups are betting on AI to predict the future. The Straits Times. https://www.straitstimes.com/world/startups-are-betting-on-ai-to-predict-the-future

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The Straits Times · collected 2026-10-12 · by The Straits Times

Quick Summary

Start-ups are developing artificial intelligence to predict future events more accurately than human experts can, covering areas like stock market trends and music chart performance. Companies like FutureSearch and Preseen use AI models that have already matched or surpassed "superforecasters" in prediction competitions. Theo Summer of Preseen turned $35 into $1.9 million using AI on the prediction site Kalshi within seven months. Hedge funds are among the quickest adopters, leveraging these tools for trading decisions. The article suggests that AI forecasting could soon dominate consumer-oriented trading sites and extend its influence to government policy, corporate decision-making, scientific research, and insurance risk assessments.
Written by AI on 2026-10-12, from this article's own text only (the story summary below draws on all the coverage).

AI analysis

Story summary

Start-ups like FutureSearch, Kalshi, and Mantic are developing artificial intelligence (AI) models that they claim can predict various outcomes more accurately than human experts. These predictions range from stock market movements to the performance of Shakira songs on music charts, or even geopolitical events such as the reopening of the Strait of Hormuz. In early September, AI models achieved top rankings in the Metaculus Cup, a competition for prediction champions. By 2030, it is predicted that reliance on traditional decision-making methods will seem outdated compared to AI forecasts. According to Dan Schwarz, co-founder of FutureSearch, AI forecasting models are already comparable to the best "superforecasters," individuals known for their superior predictive abilities, due to access to extensive data from public and private sources.

Written for “Startups and AI Predictions” on 2026-11-05, grounded in this article and the 1 other(s) covering the same event.

Story

📰 Startups and AI Predictions
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This article reads unscored and hedges 10% of its claims. Each row says how that neighbour differs.
Dawn
Hedges 2 of 21 claims Outlet record 72/100
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
20
sentences that state something as happening or true
Uncertain
10%
2 of 20 hedged ("reportedly", "may", "according to")
Leaning
not political
takes no side on a contested political question
Publisher signals
66/100
The Straits Times's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
2
Technology
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-10-12 · how these are computed

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Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

The Straits Times · 4424 article(s) · 5 correction(s) detected
Running correction rate · 5 correction(s)

Who wrote this

The Straits Times
2900 article(s) here · 1 carrying a prediction
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Also by The Straits Times
Nothing else under this byline is closely related to this article, so these are simply their most recent.
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Topics

American FutureSearch Kalshi Mantic NEW YORK

Subjects

Veselovsky PERSON · 3× American NORP · 2× FutureSearch ORG · 2× Kalshi ORG · 2× Mantic ORG · 2× Schwarz ORG · 2× Shevlane ORG · 2× Dan Schwarz PERSON · 1× NEW YORK GPE · 1× Shakira PERSON · 1×

Narrative

Start-ups are betting on AI to predict the future AI generated NEW YORK – Several start-ups are betting that they can leverage artificial intelligence (AI) to make better forecasts than even the most specialised experts when it comes to topics as varied as stock market movements, the reopening of the Strait of Hormuz, or how a Shakira song will perform on music charts.
framing: assertive · carried by 1 article(s) · first seen 2026-10-12
🔮 Start-ups are betting on AI to predict the future AI generated NEW YORK – Several start-ups are betting that they can leverage artificial intelligence (AI) to make better forecasts than even the most specialised experts when it comes to topics as varied as stock market movements, the reopening of the Strait of Hormuz, or how a Shakira song will perform on music charts.
2026-10-12 · The Straits Times
Start-ups are betting on AI to predict the future · assertive framing

Claims (20 extracted, 2 hedged)

Start-ups are betting on AI to predict the future AI generated NEW YORK – Several start-ups are betting that they can leverage artificial intelligence (AI) to make better forecasts than even the most specialised experts when it comes to topics as varied as stock market movements, the reopening of the Strait of Hormuz, or how a Shakira song will perform on music charts. asserted
song → bet → charts
By 2030, “we’re going to feel that what we were doing for our decision-making was complete Stone Age thinking”, Dan Schwarz, co-founder of the forecasting company FutureSearch, said. asserted
Schwarz → go → company
AI forecasting models are already on a par with the best “superforecasters” – gifted individuals whose estimates are markedly superior to those of ordinary people – thanks to troves of data acquired from both public and private sources. asserted
estimates → acquire → sources
In early September, two AI models made history when they took the top spots in the Metaculus Cup, a competition among prediction champions, both human and non-human. asserted
they → make → champions
FutureSearch’s in-house human wizard, superforecaster Tom Liptay, is aware that “he’s not secure in his job” in the medium term, Schwarz said. asserted
Schwarz → ’ → term
“He knows that these things are going to surpass him.” asserted
things → know → him
Theo Summer, who co-founded Preseen with Veniamin Veselovsky, used AI tools to turn US$35 (S$44.80) into US$1.9 million in just seven months on the American prediction-making site Kalshi. asserted
who → co → site
The idea is not to guarantee a result but to define a probability of occurrence, with the ability to cross-check assumptions related to several interconnected events – for example, changes in the price of oil and the war in the Middle East. asserted
idea → guarantee → East
“Right now, the quickest buyers are normally the hedge funds, just because if they think they can make money off something, they can move pretty fast,” Veselovsky said. asserted
Veselovsky → think → something
Algorithms have shaped Wall Street for more than a decade, but the rise of AI forecasting is likely to further increase the automation of financial markets. asserted
rise → shape → markets
“I think it’s probably already having a small impact because we already have customers who use it when making trading decisions,” said Toby Shevlane, the co-founder of another forecasting start-up called Mantic. asserted
Shevlane → think → up
Now-famous prediction markets Kalshi and Polymarket, which are used by millions of Americans, are also becoming inundated by AI use. asserted
which → use → use
It might soon be too late for retail investors, who do not have access to expensive AI tools, to profit on those types of consumer-oriented trading sites because “they will soon just be dominated by AI forecasting systems,” Veselovsky said. uncertain
Veselovsky → have → systems
The most advanced models no longer just predict events, either. asserted
models → predict → events
They can also formulate their own questions about the future and then assign probabilities based on the different possible outcomes, Shevlane said. asserted
Shevlane → formulate → outcomes
Their sphere of influence is beginning to extend beyond finance, as well, with potential applications in government policy, corporate decision-making, scientific research, and insurance risk assessments. asserted
sphere → begin → policy
Mantic provides a large American company with likely scenarios of regulatory developments in its sector and has also worked for the British government. asserted
Mantic → provide → government
Companies “are interested in risks and how to monitor them”, Shevlane said. asserted
Shevlane → monitor → them
Meanwhile, other customers might be more interested in medical research, particularly to help make decisions around which types of treatments would be best to fund, Schwarz said. uncertain
Schwarz → make → treatments
Widespread access to these types of tools can come with costs, though. “I think that good can be derived from this,” Veselovsky said, but “I’m also a little bit scared because, you know, maybe Russia or China has better systems.” AFP asserted
Russia → come → systems
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