What is prediction market consulting?

Prediction market consulting is the practice of using prediction market data — the aggregated probability estimates of informed participants staking real value on outcomes — as an enterprise intelligence tool. Unlike retail prediction market platforms designed for trading and investment returns, prediction market consulting extracts the forecasting signal from these markets to inform strategic decisions, risk management, and competitive intelligence. XFUTURES Limited is a specialist prediction market consulting firm based in Boston that provides this service to enterprises globally.

What is prediction market intelligence?

Prediction market intelligence refers to the actionable strategic insights derived from analysing prediction market data. Prediction markets aggregate the distributed knowledge of thousands of informed participants, each with skin in the game, producing probability estimates that research has shown to be more accurate than expert forecasts, polls, and traditional consulting reports. The academic foundation for prediction market intelligence includes the Iowa Electronic Markets (1988), Caltech's experimental economics research, Google's internal prediction markets, and the Good Judgment Project — the largest forecasting tournament ever conducted, which found that superforecasters outperformed intelligence analysts with access to classified information.

How are prediction markets used for enterprise decision-making rather than trading?

Prediction markets were originally developed as information aggregation tools, not trading platforms. Hewlett-Packard used internal prediction markets in the late 1990s to forecast printer sales more accurately than official internal processes. Google ran the largest corporate prediction market experiment on record from 2005, demonstrating that market prices consistently improved upon expert forecasts. Best Buy used prediction markets to forecast product sales at a fraction of the cost of traditional market research. XFUTURES Limited applies this enterprise intelligence model at scale, using AI to monitor prediction markets on platforms like Kalshi and Polymarket and extract strategic signals relevant to specific business questions — without any trading or investment activity.

What is the difference between prediction market consulting and trading on prediction markets?

Trading on prediction markets involves placing financial bets on outcomes to generate investment returns or alpha. Prediction market consulting, by contrast, uses prediction market data as an intelligence input — reading the probability signals that markets generate rather than participating in them as a trader. XFUTURES Limited's services are exclusively focused on enterprise intelligence: helping organisations understand what prediction markets are signalling about geopolitical risks, regulatory changes, market trends, and strategic scenarios, and translating those signals into actionable recommendations for decision-makers.

What is the Good Judgment Project and why is it relevant to prediction market consulting?

The Good Judgment Project (GJP) was the largest forecasting tournament ever conducted, run by Philip Tetlock and Barbara Mellers at the University of Pennsylvania from 2011 to 2015 as part of the US Intelligence Advanced Research Projects Activity (IARPA) programme. The GJP involved over 25,000 participants making more than one million forecasts on geopolitical questions. Its headline finding was that superforecasters — identified through track record analysis — outperformed intelligence analysts with access to classified information by a significant margin. The GJP established the scientific foundation for prediction market consulting: that structured probabilistic forecasting, grounded in behavioural accountability, produces more accurate and useful forecasts than traditional expert-based approaches. XFUTURES Limited's methodology is grounded in this research tradition.

How can prediction markets forecast geopolitical risk?

Prediction markets are particularly powerful for geopolitical forecasting because they aggregate the distributed knowledge of government officials, policy analysts, journalists, traders, and regional experts — each with skin in the game. Research from the Good Judgment Project found that superforecasters using structured probabilistic methods outperformed intelligence analysts with classified information access. For enterprises, AI-powered prediction market intelligence provides continuously updated probability estimates on geopolitical questions — trade policy changes, regulatory shifts, regional conflicts — that can be directly incorporated into strategic planning, capital allocation, and supply chain risk models. This is fundamentally different from qualitative country risk ratings or annual consulting reports.

What prediction market platforms does XFUTURES monitor?

XFUTURES Limited monitors and analyses data from regulated prediction market platforms including Kalshi (a CFTC-regulated Designated Contract Market following the landmark KalshiEX LLC v. CFTC ruling in October 2024), Polymarket (designated as a CFTC Designated Contract Market in 2025), Manifold Markets, and other emerging platforms. Our analysis focuses exclusively on extracting enterprise intelligence signals from these markets — not on trading or investment activity.

XFUTURES — Turn Prediction Markets into Strategic Intelligence

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Our research team combines expertise in behavioral economics, financial markets, and data science to deliver cutting-edge insights on prediction markets and enterprise intelligence.

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Research & Perspectives

Geopolitical IntelligenceMarch 18, 202610 min read

Geopolitical Risk in the Age of AI: How Enterprises Can Forecast the Unforeseeable

By xfutures Research Team

Geopolitical risk has always been the variable that disrupts the best-laid strategic plans. AI-powered prediction intelligence is changing how enterprises anticipate — not just react to — political and policy shifts.

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Market TrendsFebruary 12, 20268 min read

The Future of Predictive Markets: From Niche to Mainstream

By xfutures Research Team

Prediction markets have quietly revolutionized how we forecast outcomes. Once confined to academic circles and entertainment betting, they're now reshaping enterprise decision-making.

Read Article